Prosecution Insights
Last updated: April 19, 2026
Application No. 18/767,020

IN CABIN MONITORING SYSTEMS AND PROCESSES

Non-Final OA §102§103
Filed
Jul 09, 2024
Examiner
DANG, PHILIP
Art Unit
2488
Tech Center
2400 — Computer Networks
Assignee
Gentex Corporation
OA Round
1 (Non-Final)
77%
Grant Probability
Favorable
1-2
OA Rounds
2y 10m
To Grant
99%
With Interview

Examiner Intelligence

Grants 77% — above average
77%
Career Allow Rate
363 granted / 470 resolved
+19.2% vs TC avg
Strong +33% interview lift
Without
With
+33.2%
Interview Lift
resolved cases with interview
Typical timeline
2y 10m
Avg Prosecution
49 currently pending
Career history
519
Total Applications
across all art units

Statute-Specific Performance

§101
4.5%
-35.5% vs TC avg
§103
48.6%
+8.6% vs TC avg
§102
11.1%
-28.9% vs TC avg
§112
25.5%
-14.5% vs TC avg
Black line = Tech Center average estimate • Based on career data from 470 resolved cases

Office Action

§102 §103
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Claim Rejections - 35 USC § 102 The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(1) the claimed invention was patented, described in a printed publication, or in public use, on sale or otherwise available to the public before the effective filing date of the claimed invention. Claims 1-2, 6-7 and 17 are rejected under 35 U.S.C. 102(a)(1) as being anticipated by Huang (US Patent Application Publication 2022/0270322 A1), (“Huang”). Regarding claim 1, Huang meets the claim limitations as follow. A monitoring system (A system) [Huang: para. 0004], comprising: an imaging module (The virtual visor system 20 further includes an illumination sensor, such as a camera 14. The camera 14 or other illumination sensor is configured to detect an illumination level of at least one location of interest within the cabin 17 of the vehicle 18) [Huang: para. 0023] configured to capture image data associated with a vehicle cabin (The camera 14 is configured to continuously or periodically capture images of the face of the driver 16 and output the captured image frames) [Huang: para. 0023]; an electro-optic assembly ((the LCD screen 12) [Huang: para. 0022]; (In some embodiments, the LCD screen 12 is integrated within the glass of windshield 19 or other window of the vehicle) [Huang: para. 0022]) configured to switch transmission states upon an applied voltage ((The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (S1-S32) via the connections 162) [Huang: para. 0029] – Note: The control the optical states implies the ”switch” transmission states); and a control system (a "controller" or "processor" includes any hardware system, hardware mechanism or hardware component that processes data, signals, or other information. The controller 10 may include a system with a central processing unit, multiple processing units, or dedicated circuitry for achieving specific functionality) [Huang: para. 0024] in communication with the imaging module (a processor in communication with the one or more sensors) [Huang: para. 0004] and the electro-optic assembly (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states: (1) an opaque state, in which the respective pixel blocks light from passing through a respective area of the LCD screen 12 and (2) a transparent state, in which the respective pixel allows light to pass through the respective area of the LCD screen 12) [Huang: para. 0025], the control system configured to (a processor) [Huang: para. 0024]: receive the image data from the imaging module (receive input data including images) [Huang: para. 0004]; detect a presence of light value in the image data (it will be appreciated that the detected changes in the illumination level may be a result of a changing in the lighting environment or a change in optical state of one or more of the pixels of the LCD screen 12) [Huang: para. 0037] that exceeds a predetermined threshold value and is proximate eyes of a vehicle occupant (The controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level of the at least one location of interest within the cabin 17 exceeding a predetermined threshold. In at least one embodiment, the controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level on the face of the driver 16 exceeding the predetermined threshold or, more particularly, in response to the illumination level and/or the change in the illumination level on the eyes of the driver 16 exceeding the predetermined threshold) [Huang: para. 0038]; determine an origin of the presence of light value through the electro-optic assembly ((The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040] – Note: The controller stores the mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, hence it can determine the source of the light value) by detecting a presence of a shadow in proximity to the eyes of the vehicle occupant (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]; and apply a voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above)) [Huang: para. 0029] to reduce transmission of the electro-optic assembly and lower the presence of light value directed towards the eyes of the vehicle occupant to a value below the predetermined threshold value (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]. Regarding claim 2, Huang meets the claim limitations as stated in claim 1. Huang further meets the claim limitations as follow. determine the presence of the shadow by (FIG. 10 illustrates a flow chart of a system utilizing shadow estimation methods for 3D point clouds of shadows.) [Huang: para. 0017; Fig. 10]: developing a digital grid over the image data (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states) [Huang: para. 0025]; and mapping a perimeter of the shadow (The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040]. Regarding claim 6, Huang meets the claim limitations as set forth in claim 1. Huang further meets the claim limitations as follow. wherein the electro-optic assembly includes a plurality of conductively isolated segmentations ((The shadows can be cast by using a semitransparent LCD panel that is electronically controlled) [Huang: para. 0003; Fig. 10]; (FIG. 5 illustrates one embodiment of the virtual visor system in which the screen includes an n x m array of discrete LCD panel modules) [Huang: para. 0011; Fig. 5] ; (Based on the sensor signal and/or the image frames, the controller 10 is configured to determine the illumination level of at least one location with within the cabin 17 of the vehicle, particularly, the illumination level on the face of the driver 16. Depending on the determined illumination level, the controller 10 is configured to selectively operate each pixel of the LCD screen 12 in either the opaque state or the transparent state ( or a selected intermediate optical state) [Huang: para. 0026]). Regarding claim 7, Huang meets the claim limitations as set forth in claim 1. determine which of the plurality of conductively isolated segmentations are associated with the origin of the presence of light value (In some embodiments, the controller 10 is configured to select at least one pixel to be operated in the opaque state based on a projection model that includes a mapping of the plurality of pixels to corresponding locations on the face of the driver 16. Particularly, the controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040; Figs. 6A-7B]); and selectively apply a voltage to only the conductively isolated segmentations associated with the origin of the presence of light value (The LCD panel 112 includes one or more interfaces comprised of links or connections 162 configured to connect the controller 10 and/or the row/column driver circuits to the individual pixels 114 (Sl-S32). The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (Sl-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (Sl-S32) via the connections 162) [Huang: para. 0040; Figs. 6A-7B]. Regarding claim 17, Huang meets the claim limitations as follow. A monitoring system (A system) [Huang: para. 0004], comprising: a rearview mirror assembly (rear view mirror) [Huang: para. 0002] including a display module (The virtual visor system 20 at least includes a liquid crystal display (LCD) screen 12, which is mounted, attached or otherwise integrated with the vehicle 18 so as to cover and/or obstruct a portion of the windshield 19 or other window of the vehicle 18) [Huang: para. 0021; Fig. 1];an imaging module (The virtual visor system 20 further includes an illumination sensor, such as a camera 14. The camera 14 or other illumination sensor is configured to detect an illumination level of at least one location of interest within the cabin 17 of the vehicle 18) [Huang: para. 0023] configured to capture image data associated with a vehicle cabin (The camera 14 is configured to continuously or periodically capture images of the face of the driver 16 and output the captured image frames) [Huang: para. 0023]; an electro-optic assembly ((the LCD screen 12) [Huang: para. 0022]; (In some embodiments, the LCD screen 12 is integrated within the glass of windshield 19 or other window of the vehicle) [Huang: para. 0022]) configured to switch transmission states upon an applied voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (S1-S32) via the connections 162) [Huang: para. 0029] – Note: The control the optical states implies the ”switch” transmission states); and a control system (a "controller" or "processor" includes any hardware system, hardware mechanism or hardware component that processes data, signals, or other information. The controller 10 may include a system with a central processing unit, multiple processing units, or dedicated circuitry for achieving specific functionality) [Huang: para. 0024] in communication with the imaging module (a processor in communication with the one or more sensors) [Huang: para. 0004] and the electro-optic assembly (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states: (1) an opaque state, in which the respective pixel blocks light from passing through a respective area of the LCD screen 12 and (2) a transparent state, in which the respective pixel allows light to pass through the respective area of the LCD screen 12) [Huang: para. 0025], the control system configured to (a processor) [Huang: para. 0024]: receive the image data from the imaging module (receive input data including images) [Huang: para. 0004]; detect a presence of light value in the image data (it will be appreciated that the detected changes in the illumination level may be a result of a changing in the lighting environment or a change in optical state of one or more of the pixels of the LCD screen 12) [Huang: para. 0037] that exceeds a predetermined threshold value and is proximate eyes of a vehicle occupant (The controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level of the at least one location of interest within the cabin 17 exceeding a predetermined threshold. In at least one embodiment, the controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level on the face of the driver 16 exceeding the predetermined threshold or, more particularly, in response to the illumination level and/or the change in the illumination level on the eyes of the driver 16 exceeding the predetermined threshold) [Huang: para. 0038], or an iris-to-pupil ratio associated with the presence of light value exceeding the predetermined threshold value;determine an origin of the presence of light value through the electro-optic assembly ((The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040] – Note: The controller stores the mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, hence it can determine the source of the light value) by detecting a presence of a shadow in proximity to the eyes of the vehicle occupant (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]; and apply a voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above)) [Huang: para. 0029] to reduce transmission of the electro-optic assembly and lower the presence of light value directed towards the eyes of the vehicle occupant to a value below the predetermined threshold value (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]. Claim Rejections - 35 USC § 103 The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102 of this title, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The factual inquiries set forth in Graham v. John Deere Co., 383 U.S. 1, 148 USPQ 459 (1966), that are applied for establishing a background for determining obviousness under pre-AIA 35 U.S.C. 103(a) are summarized as follows: 1. Determining the scope and contents of the prior art. 2. Ascertaining the differences between the prior art and the claims at issue. 3. Resolving the level of ordinary skill in the pertinent art. 4. Considering objective evidence present in the application indicating obviousness or nonobviousness. This application currently names joint inventors. In considering patentability of the claims under pre-AIA 35 U.S.C. 103(a), the examiner presumes that the subject matter of the various claims was commonly owned at the time any inventions covered therein were made absent any evidence to the contrary. Applicant is advised of the obligation under 37 CFR 1.56 to point out the inventor and invention dates of each claim that was not commonly owned at the time a later invention was made in order for the examiner to consider the applicability of pre-AIA 35 U.S.C. 103(c) and potential pre-AIA 35 U.S.C. 102(e), (f) or (g) prior art under pre-AIA 35 U.S.C. 103(a). Claims 1-2 and 6-7 are rejected under 35 U.S.C. 103 as being unpatentable over Huang (US Patent Application Publication 2022/0270322 A1), (“Huang”), in view of Groot et al. (US Patent Application Publication 2014/0084137 A1), (“Groot”). Regarding claim 1, Huang meets the claim limitations as follow. A monitoring system (A system) [Huang: para. 0004], comprising: an imaging module (The virtual visor system 20 further includes an illumination sensor, such as a camera 14. The camera 14 or other illumination sensor is configured to detect an illumination level of at least one location of interest within the cabin 17 of the vehicle 18) [Huang: para. 0023] configured to capture image data associated with a vehicle cabin (The camera 14 is configured to continuously or periodically capture images of the face of the driver 16 and output the captured image frames) [Huang: para. 0023]; an electro-optic assembly ((the LCD screen 12) [Huang: para. 0022]; (In some embodiments, the LCD screen 12 is integrated within the glass of windshield 19 or other window of the vehicle) [Huang: para. 0022]) configured to switch transmission states upon an applied voltage ((The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (S1-S32) via the connections 162) [Huang: para. 0029] – Note: The control the optical states implies the ”switch” transmission states); and a control system (a "controller" or "processor" includes any hardware system, hardware mechanism or hardware component that processes data, signals, or other information. The controller 10 may include a system with a central processing unit, multiple processing units, or dedicated circuitry for achieving specific functionality) [Huang: para. 0024] in communication with the imaging module (a processor in communication with the one or more sensors) [Huang: para. 0004] and the electro-optic assembly (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states: (1) an opaque state, in which the respective pixel blocks light from passing through a respective area of the LCD screen 12 and (2) a transparent state, in which the respective pixel allows light to pass through the respective area of the LCD screen 12) [Huang: para. 0025], the control system configured to (a processor) [Huang: para. 0024]: receive the image data from the imaging module (receive input data including images) [Huang: para. 0004]; detect a presence of light value in the image data (it will be appreciated that the detected changes in the illumination level may be a result of a changing in the lighting environment or a change in optical state of one or more of the pixels of the LCD screen 12) [Huang: para. 0037] that exceeds a predetermined threshold value and is proximate eyes of a vehicle occupant (The controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level of the at least one location of interest within the cabin 17 exceeding a predetermined threshold. In at least one embodiment, the controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level on the face of the driver 16 exceeding the predetermined threshold or, more particularly, in response to the illumination level and/or the change in the illumination level on the eyes of the driver 16 exceeding the predetermined threshold) [Huang: para. 0038]; determine an origin of the presence of light value through the electro-optic assembly ((The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040] – Note: The controller stores the mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, hence it can determine the source of the light value) by detecting a presence of a shadow in proximity to the eyes of the vehicle occupant (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]; and apply a voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above)) [Huang: para. 0029] to reduce transmission of the electro-optic assembly and lower the presence of light value directed towards the eyes of the vehicle occupant to a value below the predetermined threshold value (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]. In the same field of endeavor, Groot further discloses the claim limitations as follows: an electro-optic assembly configured to switch transmission states (In some implementations, the switchable element 105 can include mechanical shutters that can be switched between a transmissive state and an absorptive and/or reflective state. In some implementations, the switchable element 105 can include electro-optic or acousto-optic devices that can be switched between a transmissive state and an absorptive and/or reflective state. In some implementations, the switchable element 105 can include devices that utilize interference or diffraction phenomenon to switch between a transmissive state and an absorptive and/or reflective state. In various implementations, the switchable element can include liquid crystal material that can be switched between a transmissive state and an absorptive and/or reflective state) [Groot: para. 0034; Fig. 2]). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani with Groot to program the system to implement of Groot’s method. Therefore, the combination of Huang and Devani with Groot will enable the system to to improve dynamic range of the sensor by modulating the transmissivity of switchable elements in "bright" regions of the image [Devani: para. 0054]. Regarding claim 2, Huang meets the claim limitations as set forth in claim 1. Huang further meets the claim limitations as follow. determine the presence of the shadow by (FIG. 10 illustrates a flow chart of a system utilizing shadow estimation methods for 3D point clouds of shadows.) [Huang: para. 0017; Fig. 10]: developing a digital grid over the image data (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states) [Huang: para. 0025]; and mapping a perimeter of the shadow (The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040]. Regarding claim 6, Huang meets the claim limitations as set forth in claim 1. Huang further meets the claim limitations as follow. wherein the electro-optic assembly includes a plurality of conductively isolated segmentations ((The shadows can be cast by using a semitransparent LCD panel that is electronically controlled) [Huang: para. 0003; Fig. 10]; (FIG. 5 illustrates one embodiment of the virtual visor system in which the screen includes an n x m array of discrete LCD panel modules) [Huang: para. 0011; Fig. 5] ; (Based on the sensor signal and/or the image frames, the controller 10 is configured to determine the illumination level of at least one location with within the cabin 17 of the vehicle, particularly, the illumination level on the face of the driver 16. Depending on the determined illumination level, the controller 10 is configured to selectively operate each pixel of the LCD screen 12 in either the opaque state or the transparent state ( or a selected intermediate optical state) [Huang: para. 0026]). Regarding claim 7, Huang meets the claim limitations as set forth in claim 1. determine which of the plurality of conductively isolated segmentations are associated with the origin of the presence of light value (In some embodiments, the controller 10 is configured to select at least one pixel to be operated in the opaque state based on a projection model that includes a mapping of the plurality of pixels to corresponding locations on the face of the driver 16. Particularly, the controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040; Figs. 6A-7B]); and selectively apply a voltage to only the conductively isolated segmentations associated with the origin of the presence of light value (The LCD panel 112 includes one or more interfaces comprised of links or connections 162 configured to connect the controller 10 and/or the row/column driver circuits to the individual pixels 114 (Sl-S32). The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (Sl-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (Sl-S32) via the connections 162) [Huang: para. 0040; Figs. 6A-7B]. Claims 4-5, 17, and 19-20 are rejected under 35 U.S.C. 103 as being unpatentable over Huang (US Patent Application Publication 2022/0270322 A1), (“Huang”), in view of Groot et al. (US Patent Application Publication 2014/0084137 A1), (“Groot”), in view of Devani et al. (US Patent Application Publication 2023/0052100 A1), (“Devani”). Regarding claim 4, Huang meets the claim limitations as set forth in claim 1. Huang and Groot do not explicitly disclose the following claim limitations (Emphasis added). determining a baseline pupil-to-iris ratio; and monitoring the baseline pupil-to-iris ratio for a decreasing size of the pupil beyond a threshold value; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: determining a baseline pupil-to-iris ratio ((the present disclosure provides for collection of longitudinal health data, which can be used to create baseline pupillary metric measurements for a subject) [Devani: para. 0042; Figs. 4A-B]; (The electronic device is further configured to compute a first set of pupil-to-iris ratios for the one or more eye objects located in the first frame and compute subsequent sets of pupil-to-iris ratios (PIR) for subsequent frames of the at least two frames, each of the subsequent sets of pupil-to-iris ratios pertaining to the one or more eye objects located in the first frame and also in each of the subsequent frames) [Devani: para. 0006; Figs. 4A-B]; monitoring the baseline pupil-to-iris ratio for a decreasing size of the pupil beyond a threshold value ((Some individuals can be very sensitive to light, thus knowing their baseline pupillary metrics can be used to calibrate the disclosed system for more accurate results.) [Devani: para. 0042; Figs. 4A-B]; (the system 200 can calculate pupil-to-iris ratio over the time the public figures are speaking publicly and then provide an index that shows when there are deviations to the baseline pupil-to-iris ratio) [Devani: para. 0058; Figs. 4A-5B]). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Groot with Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Groot with Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 5, Huang meets the claim limitations as set forth in claim 1. Huang and Groot do not explicitly disclose the following claim limitations (Emphasis added). determine a presence of a medical condition by comparing the baseline pupil-to-iris ratio with a healthy pupil-to-iris ratio model; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: determine a presence of a medical condition by comparing the baseline pupil-to-iris ratio with a healthy pupil-to-iris ratio model (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Groot with Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Groot with Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 17, Huang meets the claim limitations as follow. A monitoring system (A system) [Huang: para. 0004], comprising: a rearview mirror assembly (rear view mirror) [Huang: para. 0002] including a display module (The virtual visor system 20 at least includes a liquid crystal display (LCD) screen 12, which is mounted, attached or otherwise integrated with the vehicle 18 so as to cover and/or obstruct a portion of the windshield 19 or other window of the vehicle 18) [Huang: para. 0021; Fig. 1];an imaging module (The virtual visor system 20 further includes an illumination sensor, such as a camera 14. The camera 14 or other illumination sensor is configured to detect an illumination level of at least one location of interest within the cabin 17 of the vehicle 18) [Huang: para. 0023] configured to capture image data associated with a vehicle cabin (The camera 14 is configured to continuously or periodically capture images of the face of the driver 16 and output the captured image frames) [Huang: para. 0023]; an electro-optic assembly ((the LCD screen 12) [Huang: para. 0022]; (In some embodiments, the LCD screen 12 is integrated within the glass of windshield 19 or other window of the vehicle) [Huang: para. 0022]) configured to switch transmission states upon an applied voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (S1-S32) via the connections 162) [Huang: para. 0029] – Note: The control the optical states implies the ”switch” transmission states); and a control system (a "controller" or "processor" includes any hardware system, hardware mechanism or hardware component that processes data, signals, or other information. The controller 10 may include a system with a central processing unit, multiple processing units, or dedicated circuitry for achieving specific functionality) [Huang: para. 0024] in communication with the imaging module (a processor in communication with the one or more sensors) [Huang: para. 0004] and the electro-optic assembly (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states: (1) an opaque state, in which the respective pixel blocks light from passing through a respective area of the LCD screen 12 and (2) a transparent state, in which the respective pixel allows light to pass through the respective area of the LCD screen 12) [Huang: para. 0025], the control system configured to (a processor) [Huang: para. 0024]: receive the image data from the imaging module (receive input data including images) [Huang: para. 0004]; detect a presence of light value in the image data (it will be appreciated that the detected changes in the illumination level may be a result of a changing in the lighting environment or a change in optical state of one or more of the pixels of the LCD screen 12) [Huang: para. 0037] that exceeds a predetermined threshold value and is proximate eyes of a vehicle occupant (The controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level of the at least one location of interest within the cabin 17 exceeding a predetermined threshold. In at least one embodiment, the controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level on the face of the driver 16 exceeding the predetermined threshold or, more particularly, in response to the illumination level and/or the change in the illumination level on the eyes of the driver 16 exceeding the predetermined threshold) [Huang: para. 0038], or an iris-to-pupil ratio associated with the presence of light value exceeding the predetermined threshold value;determine an origin of the presence of light value through the electro-optic assembly ((The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040] – Note: The controller stores the mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, hence it can determine the source of the light value) by detecting a presence of a shadow in proximity to the eyes of the vehicle occupant (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]; and apply a voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above)) [Huang: para. 0029] to reduce transmission of the electro-optic assembly and lower the presence of light value directed towards the eyes of the vehicle occupant to a value below the predetermined threshold value (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]. In the same field of endeavor Devani further discloses the claim limitations as follows: or an iris-to-pupil ratio associated with the presence of light value exceeding the predetermined threshold value ((The electronic device is further configured to compute a first set of pupil-to-iris ratios for the one or more eye objects located in the first frame and compute subsequent sets of pupil-to-iris ratios (PIR) for subsequent frames of the at least two frames, each of the subsequent sets of pupil-to-iris ratios pertaining to the one or more eye objects located in the first frame and also in each of the subsequent frames) [Devani: para. 0006]; (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B]). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. In the same field of endeavor, Groot further discloses the claim limitations as follows: an electro-optic assembly configured to switch transmission states (In some implementations, the switchable element 105 can include mechanical shutters that can be switched between a transmissive state and an absorptive and/or reflective state. In some implementations, the switchable element 105 can include electro-optic or acousto-optic devices that can be switched between a transmissive state and an absorptive and/or reflective state. In some implementations, the switchable element 105 can include devices that utilize interference or diffraction phenomenon to switch between a transmissive state and an absorptive and/or reflective state. In various implementations, the switchable element can include liquid crystal material that can be switched between a transmissive state and an absorptive and/or reflective state) [Groot: para. 0034; Fig. 2]). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani with Groot to program the system to implement of Groot’s method. Therefore, the combination of Huang and Devani with Groot will enable the system to to improve dynamic range of the sensor by modulating the transmissivity of switchable elements in "bright" regions of the image [Devani: para. 0054]. Regarding claim 19, Huang meets the claim limitations as set forth in claim 17. Huang and Groot do not explicitly disclose the following claim limitations (Emphasis added). determining a baseline pupil-to-iris ratio; and monitoring the baseline pupil-to-iris ratio for a decreasing size of the pupil beyond a threshold value; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: determining a baseline pupil-to-iris ratio ((the present disclosure provides for collection of longitudinal health data, which can be used to create baseline pupillary metric measurements for a subject) [Devani: para. 0042; Figs. 4A-B]; (The electronic device is further configured to compute a first set of pupil-to-iris ratios for the one or more eye objects located in the first frame and compute subsequent sets of pupil-to-iris ratios (PIR) for subsequent frames of the at least two frames, each of the subsequent sets of pupil-to-iris ratios pertaining to the one or more eye objects located in the first frame and also in each of the subsequent frames) [Devani: para. 0006; Figs. 4A-B]; monitoring the baseline pupil-to-iris ratio for a decreasing size of the pupil beyond a threshold value ((Some individuals can be very sensitive to light, thus knowing their baseline pupillary metrics can be used to calibrate the disclosed system for more accurate results.) [Devani: para. 0042; Figs. 4A-B]; (the system 200 can calculate pupil-to-iris ratio over the time the public figures are speaking publicly and then provide an index that shows when there are deviations to the baseline pupil-to-iris ratio) [Devani: para. 0058; Figs. 4A-5B]). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Groot with Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Groot with Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 20, Huang meets the claim limitations as set forth in claim 17. Huang and Groot do not explicitly disclose the following claim limitations (Emphasis added). determine a presence of a medical condition by comparing the baseline pupil-to-iris ratio with a healthy pupil-to-iris ratio model; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: determine a presence of a medical condition by comparing the baseline pupil-to-iris ratio with a healthy pupil-to-iris ratio model (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Groot with Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Groot with Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Claims 3 and 18 are rejected under 35 U.S.C. 103 as being unpatentable over Huang (US Patent Application Publication 2022/0270322 A1), (“Huang”), in view of Groot et al. (US Patent Application Publication 2014/0084137 A1), (“Groot”), in view of Devani et al. (US Patent Application Publication US 2023/0052100 A1), (“Devani”), in view of Melakari et al. (US Patent Application Publication US 2024/0036310 A1), (“Melakari”). Regarding claim 3, Huang meets the claim limitations as set forth in claim 2. Huang further meets the claim limitations as follow. wherein the control system is further configured to triangulate a light source from which the presence of the light originates (The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040]. Huang, Groot, and Devani do not explicitly disclose the following claim limitations (Emphasis added). to triangulate a light source; However, in the same field of endeavor Melakari further discloses the claim limitations as follows: to triangulate a light source (Herein, the eye-tracking system detects the specific direction of the light beam at which said light beam is incident upon the pupil of the user's eye and determines the position of the pupil of the user's eye (for example, by employing a triangulation technique) for determining the gaze direction of the user's eye. Beneficially, the gaze direction is determined with a high accuracy and precision) [Melakari: para. 0045; Figs. 3-4]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang, Groot, and Devani with Melakari to program the system to implement of Devani’s method. Therefore, the combination of Huang, Groot, and Devani with Melakari will enable the system to determine the light source with a high accuracy and precision [Melakari: para. 0045]. Regarding claim 18, Huang meets the claim limitations as set forth in claim 17. Huang further meets the claim limitations as follow. developing a digital grid over the image data (The LCD screen 12 has a plurality of independently operable LCD pixels and/or LCD shutters arranged in a grid formation. Each pixel is configured to be selectively operated by the controller 10 in one of at least two optical states) [Huang: para. 0025]; mapping a perimeter of the shadow (The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040]; andtriangulating a light source from which the presence of the light originates (The controller 10 is configured to store a mapping between each individual pixel of the LCD screen 12 and a corresponding location in the cabin 17, or more particularly, a corresponding location on the face of the driver 16 at which the respective pixel casts a shadow when operated in the opaque mode. It will be appreciated that the location at which a pixel casts a shadow when operated in the opaque mode is dependent on the lighting environment and, in particular, a location of any high intensity light sources, such as the sun, which shines through the windshield 19 onto the face of the driver 16. In one embodiment, the controller 10 is configured to periodically and/or continuously update the mapping between each individual pixel of the LCD screen 12 and the corresponding location on the face of the driver 16) [Huang: para. 0040]. Huang, Groot, and Devani do not explicitly disclose the following claim limitations (Emphasis added). triangulating a light source; However, in the same field of endeavor Melakari further discloses the claim limitations as follows: triangulating a light source (Herein, the eye-tracking system detects the specific direction of the light beam at which said light beam is incident upon the pupil of the user's eye and determines the position of the pupil of the user's eye (for example, by employing a triangulation technique) for determining the gaze direction of the user's eye. Beneficially, the gaze direction is determined with a high accuracy and precision) [Melakari: para. 0045; Figs. 3-4]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang, Groot, and Devani with Melakari to program the system to implement of Devani’s method. Therefore, the combination of Huang, Groot, and Devani with Melakari will enable the system to determine the light source with a high accuracy and precision [Melakari: para. 0045]. Claims 8-10 and 13-16 are rejected under 35 U.S.C. 103 as being unpatentable over Huang (US Patent Application Publication 2022/0270322 A1), (“Huang”), in view of Devani et al. (US Patent Application Publication US 2023/0052100 A1), (“Devani”). Regarding claim 8, Huang meets the claim limitations as follow. A monitoring system (A system) [Huang: para. 0004], comprising: an imaging module (The virtual visor system 20 further includes an illumination sensor, such as a camera 14. The camera 14 or other illumination sensor is configured to detect an illumination level of at least one location of interest within the cabin 17 of the vehicle 18) [Huang: para. 0023] configured to capture image data associated with a vehicle cabin (The camera 14 is configured to continuously or periodically capture images of the face of the driver 16 and output the captured image frames) [Huang: para. 0023]; a control system (a "controller" or "processor" includes any hardware system, hardware mechanism or hardware component that processes data, signals, or other information. The controller 10 may include a system with a central processing unit, multiple processing units, or dedicated circuitry for achieving specific functionality) [Huang: para. 0024] in communication with the imaging module (a processor in communication with the one or more sensors) [Huang: para. 0004], the control system configured to (a processor) [Huang: para. 0024]: receive the image data from the imaging module (receive input data including images) [Huang: para. 0004] of at least one eye of a vehicle occupant (The controller 10 is configured to process the image frames to determine an illumination level of at least one location of interest within the cabin 17 of the vehicle 18. Particularly, in at least one embodiment, the controller 10 is configured to process the image frames to determine an illumination level on a face of the driver 16 or, more particularly, on the eyes of the driver 16) [Huang: para. 0035]; determine a pupil-to-iris ratio with the image data; and determine at least one of a presence of light value in the image data (it will be appreciated that the detected changes in the illumination level may be a result of a changing in the lighting environment or a change in optical state of one or more of the pixels of the LCD screen 12) [Huang: para. 0037] that exceeds a predetermined threshold value and is proximate the at least one eye (The controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level of the at least one location of interest within the cabin 17 exceeding a predetermined threshold. In at least one embodiment, the controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level on the face of the driver 16 exceeding the predetermined threshold or, more particularly, in response to the illumination level and/or the change in the illumination level on the eyes of the driver 16 exceeding the predetermined threshold) [Huang: para. 0038] or a presence of a medical condition by comparing the pupil-to-iris ratio with a healthy pupil-to-iris ratio model. Huang does not explicitly disclose the following claim limitations (Emphasis added). determine a pupil-to-iris ratio with the image data; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: determine a pupil-to-iris ratio with the image data (The electronic device is further configured to compute a first set of pupil-to-iris ratios for the one or more eye objects located in the first frame and compute subsequent sets of pupil-to-iris ratios (PIR) for subsequent frames of the at least two frames, each of the subsequent sets of pupil-to-iris ratios pertaining to the one or more eye objects located in the first frame and also in each of the subsequent frames) [Devani: para. 0006]; a presence of a medical condition by comparing the pupil-to-iris ratio with a healthy pupil-to-iris ratio model (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 9, Huang meets the claim limitations as set forth in claim 8. Huang does not explicitly disclose the following claim limitations (Emphasis added). determine a presence of a medical condition by comparing the baseline pupil-to-iris ratio with a healthy pupil-to-iris ratio model; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: determine a presence of a medical condition by comparing the baseline pupil-to-iris ratio with a healthy pupil-to-iris ratio model (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 10, Huang meets the claim limitations as set forth in claim 9. Huang further meets the claim limitations as follow. upon determination of the presence of a medical condition, generate a notification ((The controller 10 is configured to operate the pixels 214 of the information section 204 to display information to the driver 16) [Huang: para. 0033]; (any other appropriate device that senses or otherwise has access to information that is to be displayed in the information section 204) [Huang: para. 0033; Figs. 5-1, 5-2A, 5-2B]). Huang does not explicitly disclose the following claim limitations (Emphasis added). upon determination of the presence of a medical condition. However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: upon determination of the presence of a medical condition (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B], generate a notification ((pupil responses of an individual can be psychosensory, providing additional information to observers about an internal condition of the individual) [Devani: para. 0003; Figs. 4B-15]; (an artificially-generated propagated signal, e.g., a machine-generated electrical, optical, or electromagnetic signal that is generated to encode information for transmission to suitable receiver) [Devani: para. 0135]; (Characteristics or metrics of the psychosensory responses obtained over the various points in time can be compared to each other to obtain trends or relationships of the metrics. In retrospective analysis, trends can help inform on disease progression or onset. In prospective analysis, trends can help predict future performance or future diseased states) [Devani: para. 0116] – Note: Devani discloses that medical information of the pupil is encoded and is sent to suitable recipients for further analysis to predict future diseased states). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 13, Huang meets the claim limitations as set forth in claim 8. Huang further meets the claim limitations as follow. wherein the control system is configured to determine the presence of light value in the image data (it will be appreciated that the detected changes in the illumination level may be a result of a changing in the lighting environment or a change in optical state of one or more of the pixels of the LCD screen 12) [Huang: para. 0037] that exceeds the threshold value and is proximate the at least one eye (The controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level of the at least one location of interest within the cabin 17 exceeding a predetermined threshold. In at least one embodiment, the controller 10 is configured to operate at least one pixel of the LCD screen 12 in the opaque state in response to the illumination level and/or the change in the illumination level on the face of the driver 16 exceeding the predetermined threshold or, more particularly, in response to the illumination level and/or the change in the illumination level on the eyes of the driver 16 exceeding the predetermined threshold) [Huang: para. 0038] based on changes to the pupil-to-iris ratio. Huang does not explicitly disclose the following claim limitations (Emphasis added). based on changes to the pupil-to-iris ratio; However, in the same field of endeavor Devani further discloses the claim limitations and the deficient claim limitations, as follows: based on changes to the pupil-to-iris ratio (The electronic device is further configured to compute a first set of pupil-to-iris ratios for the one or more eye objects located in the first frame and compute subsequent sets of pupil-to-iris ratios (PIR) for subsequent frames of the at least two frames, each of the subsequent sets of pupil-to-iris ratios pertaining to the one or more eye objects located in the first frame and also in each of the subsequent frames) [Devani: para. 0006]; (FIG. 4B shows exemplary pupillary responses as compared between a healthy and unhealthy subject, according to an embodiment of the present disclosure) [Devani: para. 0022; Fig. 4B]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang and Devani to program the system to implement of Devani’s method. Therefore, the combination of Huang and Devani will enable the system to provide contactless stress examination, providing an examiner with improved access to subjects and allowing the examiner to analyze multiple subjects at once using a computational device [Devani: para. 0044]. Regarding claim 14, Huang meets the claim limitations as set forth in claim 13. Huang further meets the claim limitations as follow. an electro-optic assembly ((the LCD screen 12) [Huang: para. 0022]; (In some embodiments, the LCD screen 12 is integrated within the glass of windshield 19 or other window of the vehicle) [Huang: para. 0022]) configured to switch transmission states upon an applied voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above). In some embodiments, certain data or other signals are transmitted back to the controller 10 from the pixels 114 (S1-S32) via the connections 162) [Huang: para. 0029]. Regarding claim 15, Huang meets the claim limitations as set forth in claim 14. Huang further meets the claim limitations as follow. wherein the control system is configured to apply a voltage (The controller 10 and/or the row/column driver circuits are configured to provide appropriated voltages, currents, data, and/or other signals to the LCD panel 112 via the connections 162 to operate the pixels 114 (S1-S32) and control the optical states thereof (i.e., control whether each pixel is in the opaque state or the transparent state, discussed above)) [Huang: para. 0029] to reduce transmission of the electro-optic assembly and lower the presence of light value directed towards the eyes of the vehicle occupant to a value below the predetermined threshold value (Particularly, in at least one embodiment, the controller 10 is configured to select at least one pixel of the LCD screen 12 to be operated in the opaque state so as to block light shining on the face of the driver, or more particularly, on the eyes of the driver 16. In this way, the controller 10 is configured to operate the pixels of the LCD screen 12 to reduce the illumination level at the at least one location of interest within the cabin 17, such as the face and/or the eyes of the driver 16. FIG. 6B shows a shadow 412 cast on the eyes of the driver 16 by one or more pixels of the LCD screen 12 being operated in the opaque state) [Huang: para. 0039]. Regarding claim 16, Huang meets the claim limitations as set forth in claim 8. Huang further meets the claim limitations as follow. wherein the electro-optic assembly includes a plurality of conductively isolated segmentations ((The shadows can be cast by using a semitransparent LCD panel that is electronically controlled) [Huang: para. 0003; Fig. 10]; (FIG. 5 illustrates one embodiment of the virtual visor system in which the screen includes an n x m array of discrete LCD panel modules) [Huang: para. 0011; Fig. 5]). Claims 11-12 are rejected under 35 U.S.C. 103 as being unpatentable over Huang (US Patent Application Publication 2022/0270322 A1), (“Huang”), in view of Groot et al. (US Patent Application Publication 2014/0084137 A1), (“Groot”), in view of Devani et al. (US Patent Application Publication US 2023/0052100 A1), (“Devani”), in view of Wolff et al. (US Patent 11458995 B2), (“Wolff”). Regarding claim 11, Huang, Groot, Devani meet the claim limitations as set forth in claim 10. Huang, Groot, and Devani do not explicitly disclose the following claim limitations (Emphasis added). wherein the notification is transmitted to at least one of an emergency medical center and a central vehicle fleet command center. However, in the same field of endeavor Wolff further discloses the claim limitations as follows: wherein the notification is transmitted to at least one of an emergency medical center and a central vehicle fleet command center (In an embodiment, the vehicle function controller 1006 alerts the user of a detected health condition. For example, the vehicle function controller 1006 sends an alert to the user's device 1014 (e.g., a SMS or MMS message, a notification in an application, etc.) or communicates with the vehicle components 1012 to display or provide an audible indication of the alert, or combinations of them. In an embodiment, the alert includes information regarding the detected health condition and a recommendation to the user, such as a recommendation to consult a medical professional to diagnose and treat the detected health condition. In an embodiment, the alert includes a list of nearby or user-preferred hospitals or other emergency services providers for treating the health condition. Selection of an emergency services provider can cause the vehicle to navigate to the selected emergency services provider) [Wolff: col. 20, line 63-67; Fig. 10]. It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang, Groot, and Devani with Wolff to program the system to implement of Devani’s method. Therefore, the combination of Huang, Groot, and Devani with Wolff will enable the system to provide a report of health conditions for the user over time and improve health condition detection [Wolff: col. 23, line 44-64]. Regarding claim 12, Huang, Groot, Devani meet the claim limitations as set forth in claim 10. Huang, Groot, and Devani do not explicitly disclose the following claim limitations (Emphasis added). wherein the medical condition is associated with intoxication. However, in the same field of endeavor Wolff further discloses the claim limitations as follows: wherein the medical condition (In response to determining that the user may have a particular health condition, the vehicle can execute one or more vehicle functions based on the health condition, such as alerting the user of the health condition, rerouting the vehicle to the nearest emergency services, or applying a disinfectant within the vehicle when the user exits the vehicle, among others) [Wolff: col. 2, line 49-55] is associated with intoxication (In an embodiment, the vehicle function controller 1006 reroutes the vehicle in response to a detected health condition. For example, if the health condition indicates that the user is likely to vomit or otherwise needs to exit the vehicle, the vehicle function controller 1006 reroutes the vehicle to pull over at a safe stopping location. To do so, the vehicle function controller 1006 interacts with one or more vehicle components 1012, such as the planning module 404, the control module 404, or other components of the AV system 120, to identify, select, and navigate the vehicle to a safe stopping location) [Wolff: col. 2, line 49-55] – Note: Vomit is a sign of intoxication). It would have been obvious to one with an ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of Huang, Groot, and Devani with Wolff to program the system to implement of Devani’s method. Therefore, the combination of Huang, Groot, and Devani with Wolff will enable the system to determine the light source with a high accuracy and precision [Wolff: para. 0045]. Reference Notice Additional prior arts, included in the Notice of Reference Cited, made of record and not relied upon is considered pertinent to applicant's disclosure. Contact Information Any inquiry concerning this communication or earlier communications from the examiner should be directed to Philip Dang whose telephone number is (408) 918-7529. The examiner can normally be reached on Monday-Thursday between 8:30 am - 5:00 pm (PST). Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Sath Perungavoor can be reached on 571-272-7455. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pair-direct.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative or access to the automated information system, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000./Philip P. Dang/Primary Examiner, Art Unit 2488
Read full office action

Prosecution Timeline

Jul 09, 2024
Application Filed
Feb 05, 2026
Non-Final Rejection — §102, §103 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12602837
ON SUB-DIVISION OF MESH SEQUENCES
2y 5m to grant Granted Apr 14, 2026
Patent 12593116
IMAGING MEASUREMENT DEVICE USING GAS ABSORPTION IN THE MID-INFRARED BAND AND OPERATING METHOD OF IMAGING MEASUREMENT DEVICE
2y 5m to grant Granted Mar 31, 2026
Patent 12581069
METHOD FOR ENCODING/DECODING VIDEO SIGNAL, AND APPARATUS THEREFOR
2y 5m to grant Granted Mar 17, 2026
Patent 12581106
IMAGE DECODING METHOD AND DEVICE THEREFOR
2y 5m to grant Granted Mar 17, 2026
Patent 12574557
SCALABLE VIDEO CODING USING BASE-LAYER HINTS FOR ENHANCEMENT LAYER MOTION PARAMETERS
2y 5m to grant Granted Mar 10, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

AI Strategy Recommendation

Get an AI-powered prosecution strategy using examiner precedents, rejection analysis, and claim mapping.
Powered by AI — typically takes 5-10 seconds

Prosecution Projections

1-2
Expected OA Rounds
77%
Grant Probability
99%
With Interview (+33.2%)
2y 10m
Median Time to Grant
Low
PTA Risk
Based on 470 resolved cases by this examiner. Grant probability derived from career allow rate.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month