Prosecution Insights
Last updated: August 17, 2026
Application No. 18/484,210

SYSTEMS AND METHODS OF REMOTE DYNAMIC VISUALIZATION OF SITUATIONS TO BE NAVIGATED BY AUTONOMOUS VEHICLES

Final Rejection §102§103
Filed
Oct 10, 2023
Examiner
WU, PAYSUN
Art Unit
3665
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
TORC Robotics Inc.
OA Round
3 (Final)
65%
Grant Probability
Moderate
4-5
OA Rounds
1m
Est. Remaining
81%
With Interview

Examiner Intelligence

Grants 65% of resolved cases
65%
Career Allowance Rate
66 granted / 102 resolved
+12.7% vs TC avg
Strong +16% interview lift
Without
With
+16.4%
Interview Lift
resolved cases with interview
Typical timeline
2y 12m
Avg Prosecution
13 currently pending
Career history
127
Total Applications
across all art units

Statute-Specific Performance

§101
11.3%
-28.7% vs TC avg
§103
48.1%
+8.1% vs TC avg
§102
24.4%
-15.6% vs TC avg
§112
15.4%
-24.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 102 resolved cases

Office Action

§102 §103
DETAILED ACTION This is the final Office action and is responsive to the papers filed 03/23/2026. Claims 1-20 are currently pending and examined below. 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 . Response to Arguments Applicant's arguments filed 03/23/2026 have been fully considered but they are not persuasive. In pages 2-3 of the Applicant’s Argument, the Applicant argues that with respect to Claim 1 “In Estee, the images from cameras 222 at four sides of the vehicle are stitched into an image analogous to that captured by camera 122 in FIG. 1, not into 3D images or rendering into 3D images, as recited in claim 1…3D images have three dimensions (x, y, and z) with z being depth. Rendered 3D images are in 3D and have a third dimension of depth. That is, in Estee, multiple 2D images from cameras 222 are stitched into one single 2D image, where the single 2D image remains in 2D and does not have the third dimension of depth, although having a greater field of view than those of individual images from cameras 222.” The Examiner respectfully disagrees. Under broadest reasonable interpretation, a 3D image is a computer image graphic of a visual representation of outside world that incorporates the perception of depth. This interpretation of the 3D image is consistent with Applicant’s claim and [0045] of the as-filed specification especially when the 3D image can be rendered from sensor data from only one sensor (one or more sensors). Contrary to Applicant’s remark that Estee stitches images into 2D images, the Examiner contends that Estee’s disclosure (see abstract, [0002], [0037]-[0038] and Fig. 5) enables users to change viewing direction in 3D space, not limiting to the direction captured. Therefore, the image stitching described in Estee must result 3D images (see Fig. 5, x, y, z axis and viewing vector). Claim Rejections - 35 USC § 102 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 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 1-3, 5-6, 8-10, 12-13 and 15-19 are rejected under 35 U.S.C. 102(a)(1) as being anticipated by Estee et al. (US 20220239887 A1; hereinafter Estee). Regarding claim 1, Estee discloses: An autonomous vehicle (Fig. 2: vehicle 200, [0037] FIG. 2 illustrates an example of a vehicular environment that can correspond to the space 110 in FIG. 1., [0038] autonomous operation of the vehicle 200 to enable a human or machine agent to control the vehicle 200 based on video showing what is happening outside the vehicle 200), comprising: one or more sensors (Fig. 1: sensors 120, [0027] sensor(s) 120 can include a 360° camera 122, [0029] image sensors (e.g., an infrared camera), a radar sensor, a Light Detection and Ranging (LIDAR) sensor, an ultrasonic sensor, a gyroscope, a motion sensor, etc., [0038] an interior facing camera in combination with an in-cabin microphone can enable a vehicle occupant to engage in videoconferencing with one or more remote users); and an autonomous driving computing device (Fig. 1: user device 130A, [0039] the user device 300 can correspond to any of the user devices 130 in FIG. 1.), comprising at least one processor ([0039] processors 310) in communication with at least one memory device ([0039] memory 320), and the at least one processor programmed to: process sensor data received from the one or more sensors ([0037] Each of the cameras 222 is configured to capture images of the environment along a different direction); render the processed sensor data into 3D images ([0037] Images captured by the cameras 222A to 222D can be stitched together to form an image analogous to that captured by the camera 122 in FIG. 1, for example, an image corresponding to a field of a view that is greater than 180°, possibly up to 360°.); convert the 3D images into a video stream ([0037] Images captured by the cameras 222A to 222D can be stitched together to form an image analogous to that captured by the camera 122 in FIG. 1, for example, an image corresponding to a field of a view that is greater than 180°, possibly up to 360°…separate cameras can be used to form a video stream for distribution to user devices); and transmit, via mobile communication, the video stream to a remote user ([0037] form a video stream for distribution to user devices). Regarding claim 2, Estee discloses: wherein the at least one processor is further programmed to: render the processed sensor data by: receiving manipulation and visualization parameters of rendering from the remote user ([0070] When a user device connects to a video sharing session (e.g., a videoconference), the direction of the virtual camera 410 may initially be set to the direction of the physical camera generating the input video (e.g., the camera 122 of FIG. 1). The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0073] At 706, the first user device receives information indicating a viewing direction specified by a second user.); and adjusting 3D rendering based on the manipulation and visualization parameters ([0074] At 708, the first user device updates the output video stream based on the information indicating the viewing direction specified by the second user). Regarding claim 3, Estee discloses: wherein the at least one processor is further programmed to: convert adjusted 3D images into the video stream ([0074] At 708, the first user device updates the output video stream based on the information indicating the viewing direction specified by the second user); and transmit the video stream of the adjusted 3D images to the remote user ([0077] a user device can be configured to present a graphical user interface that includes an option to follow the POV of another user). Regarding claim 5, Estee discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including panning ([0048] …The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0052] The viewing direction 512 can be represented as a vector 514 in a 3D coordinate system (e.g., XYZ); [0054] panning of a virtual camera). Regarding claim 6, Estee discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including tilting ([0048] …The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0052] The viewing direction 512 can be represented as a vector 514 in a 3D coordinate system (e.g., XYZ)). Regarding claim 8, Estee discloses: An autonomous driving computing device (Fig. 1: user device 130A, [0039] the user device 300 can correspond to any of the user devices 130 in FIG. 1.) of an autonomous vehicle (Fig. 2: vehicle 200, [0037] FIG. 2 illustrates an example of a vehicular environment that can correspond to the space 110 in FIG. 1., [0038] autonomous operation of the vehicle 200 to enable a human or machine agent to control the vehicle 200 based on video showing what is happening outside the vehicle 200), comprising at least one processor ([0039] processors 310) in communication with at least one memory device ([0039] memory 320), and the at least one processor programmed to: process sensor data received from one or more sensors (Fig. 1: sensors 120, [0027] sensor(s) 120 can include a 360° camera 122, [0029] image sensors (e.g., an infrared camera), a radar sensor, a Light Detection and Ranging (LIDAR) sensor, an ultrasonic sensor, a gyroscope, a motion sensor, etc., [0038] an interior facing camera in combination with an in-cabin microphone can enable a vehicle occupant to engage in videoconferencing with one or more remote users) of an autonomous vehicle ([0037] Each of the cameras 222 is configured to capture images of the environment along a different direction); render the processed sensor data into 3D images ([0037] Images captured by the cameras 222A to 222D can be stitched together to form an image analogous to that captured by the camera 122 in FIG. 1, for example, an image corresponding to a field of a view that is greater than 180°, possibly up to 360°.); convert the 3D images into a video stream ([0037] Images captured by the cameras 222A to 222D can be stitched together to form an image analogous to that captured by the camera 122 in FIG. 1, for example, an image corresponding to a field of a view that is greater than 180°, possibly up to 360°…separate cameras can be used to form a video stream for distribution to user devices); and transmit, via mobile communication, the video stream to a remote user ([0037] form a video stream for distribution to user devices). Regarding claim 9, Estee discloses: wherein the at least one processor is further programmed to: render the processed sensor data by: receiving manipulation and visualization parameters of rendering from the remote user ([0070] When a user device connects to a video sharing session (e.g., a videoconference), the direction of the virtual camera 410 may initially be set to the direction of the physical camera generating the input video (e.g., the camera 122 of FIG. 1). The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0073] At 706, the first user device receives information indicating a viewing direction specified by a second user.); and adjusting 3D rendering based on the manipulation and visualization parameters ([0074] At 708, the first user device updates the output video stream based on the information indicating the viewing direction specified by the second user). Regarding claim 10, Estee discloses: wherein the at least one processor is further programmed to: convert adjusted 3D images into the video stream ([0074] At 708, the first user device updates the output video stream based on the information indicating the viewing direction specified by the second user); and transmit the video stream of the adjusted 3D images to the remote user ([0077] a user device can be configured to present a graphical user interface that includes an option to follow the POV of another user). Regarding claim 12, Estee discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including panning ([0048] …The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0052] The viewing direction 512 can be represented as a vector 514 in a 3D coordinate system (e.g., XYZ); [0054] panning of a virtual camera). Regarding claim 13, Estee discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including tilting ([0048] …The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0052] The viewing direction 512 can be represented as a vector 514 in a 3D coordinate system (e.g., XYZ)). Regarding claim 15, Estee discloses: One or more non-transitory machine-readable storage media ([0039] memory 320) for manipulating visualization of sensor data ([0070] When a user device connects to a video sharing session (e.g., a videoconference), the direction of the virtual camera 410 may initially be set to the direction of the physical camera generating the input video (e.g., the camera 122 of FIG. 1). The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.) of an autonomous vehicle (Fig. 2: vehicle 200, [0037] FIG. 2 illustrates an example of a vehicular environment that can correspond to the space 110 in FIG. 1., [0038] autonomous operation of the vehicle 200 to enable a human or machine agent to control the vehicle 200 based on video showing what is happening outside the vehicle 200), comprising a plurality of instructions stored thereon ([0037]) that, in response to being executed, cause a system (Fig. 1: system 100) to: receive, via mobile communication, a video stream sent from an autonomous vehicle ([0037] Images captured by the cameras 222A to 222D can be stitched together to form an image analogous to that captured by the camera 122 in FIG. 1, for example, an image corresponding to a field of a view that is greater than 180°, possibly up to 360°…separate cameras can be used to form a video stream for distribution to user devices), wherein the video stream is generated by: processing sensor data received from one or more sensors of the autonomous vehicle ([0037] Each of the cameras 222 is configured to capture images of the environment along a different direction); rendering the processed sensor data into 3D images ([0037] Images captured by the cameras 222A to 222D can be stitched together to form an image analogous to that captured by the camera 122 in FIG. 1, for example, an image corresponding to a field of a view that is greater than 180°, possibly up to 360°.); and converting the 3D images into the video stream ([0037] form a video stream for distribution to user devices). Regarding claim 16, Estee discloses: wherein the plurality of instructions further cause the system to: receive manipulation and visualization parameters of rendering from a remote user ([0070] When a user device connects to a video sharing session (e.g., a videoconference), the direction of the virtual camera 410 may initially be set to the direction of the physical camera generating the input video (e.g., the camera 122 of FIG. 1). The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0073] At 706, the first user device receives information indicating a viewing direction specified by a second user.); and transmit the manipulation and visualization parameters to the autonomous vehicle, wherein the autonomous vehicle is configured to adjust 3D rendering based on the manipulation and visualization parameters ([0074] At 708, the first user device updates the output video stream based on the information indicating the viewing direction specified by the second user). Regarding claim 17, Estee discloses: wherein the plurality of instructions further cause the system to: receive an adjusted video stream from the autonomous vehicle ([0077] a user device can be configured to present a graphical user interface that includes an option to follow the POV of another user), wherein the adjusted video stream is generated by: converting adjusted 3D images into the adjusted video stream ([0074] At 708, the first user device updates the output video stream based on the information indicating the viewing direction specified by the second user). Regarding claim 18, Estee discloses: wherein the plurality of instructions further cause the system to: receive the manipulation and visualization parameters including at least one of zooming or panning ([0048] …The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0052] The viewing direction 512 can be represented as a vector 514 in a 3D coordinate system (e.g., XYZ); [0054] panning of a virtual camera). Regarding claim 19, Estee discloses: wherein the plurality of instructions further cause the system to: receive the manipulation and visualization parameters including tilting ([0048] …The user can change the direction of their virtual camera, for example, by physically rotating their device in a certain direction to make the virtual camera follow that direction.; [0052] The viewing direction 512 can be represented as a vector 514 in a 3D coordinate system (e.g., XYZ)). 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, 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. Claims 4, 7, 11, 14 and 20 are rejected under 35 U.S.C. 103 as being unpatentable over Estee in view of Okumura et al. (US 20160139594 A1; hereinafter Okumura). Regarding claim 4, Estee does not specifically disclose: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including zooming. However, Okumura discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including zooming (remote operator remotely controls sensors 130 to zoom in or out; [0029]). Estee and Okumura are considered to be analogous to the claimed invention because they are in the same field of vehicle remote operation. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to have modified Estee’s vehicle remote operation to further incorporate Okumura’s vehicle remote operation for the advantage of zooming video in or out and sending limited subset of the captured data needed to perform the remote operation which results in bandwidth conservation (Okumura’s [0010]). Regarding claim 7, Estee does not specifically disclose: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including changing a source of the sensor data. However, Okumura discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including changing a source of the sensor data (remote operation can collect different or additional data of the sensors 130 that are remotely controlled by the remote operator; [0028]-[0035]). Estee and Okumura are considered to be analogous to the claimed invention because they are in the same field of vehicle remote operation. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to have modified Estee’s vehicle remote operation to further incorporate Okumura’s vehicle remote operation for the advantage of sending limited subset of the captured data needed to perform the remote operation which results in bandwidth conservation (Okumura’s [0010]). Regarding claim 11, Estee does not specifically disclose: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including zooming. However, Okumura discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including zooming (remote operator remotely controls sensors 130 to zoom in or out; [0029]). Estee and Okumura are considered to be analogous to the claimed invention because they are in the same field of vehicle remote operation. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to have modified Estee’s vehicle remote operation to further incorporate Okumura’s vehicle remote operation for the advantage of zooming video in or out and sending limited subset of the captured data needed to perform the remote operation which results in bandwidth conservation (Okumura’s [0010]). Regarding claim 14, Estee does not specifically disclose: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including changing a source of the sensor data. However, Okumura discloses: wherein the at least one processor is further programmed to: receive the manipulation and visualization parameters including changing a source of the sensor data (remote operation can collect different or additional data of the sensors 130 that are remotely controlled by the remote operator; [0028]-[0035]). Estee and Okumura are considered to be analogous to the claimed invention because they are in the same field of vehicle remote operation. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to have modified Estee’s vehicle remote operation to further incorporate Okumura’s vehicle remote operation for the advantage of sending limited subset of the captured data needed to perform the remote operation which results in bandwidth conservation (Okumura’s [0010]). Regarding claim 20, Estee does not specifically disclose: wherein the plurality of instructions further cause the system to: receive the manipulation and visualization parameters including changing a source of the sensor data. However, Okumura discloses: wherein the plurality of instructions further cause the system to: receive the manipulation and visualization parameters including changing a source of the sensor data (remote operation can collect different or additional data of the sensors 130 that are remotely controlled by the remote operator; [0028]-[0035]). Estee and Okumura are considered to be analogous to the claimed invention because they are in the same field of vehicle remote operation. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to have modified Estee’s vehicle remote operation to further incorporate Okumura’s vehicle remote operation for the advantage of sending limited subset of the captured data needed to perform the remote operation which results in bandwidth conservation (Okumura’s [0010]). Conclusion THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any extension fee pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to PAYSUN WU whose telephone number is (571)272-1528. The examiner can normally be reached Monday-Friday 8AM-5PM. 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, Hunter Lonsberry can be reached on (571)272-7298. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /PAYSUN WU/Examiner, Art Unit 3665 /DONALD J WALLACE/Primary Examiner, Art Unit 3665
Read full office action

Prosecution Timeline

Oct 10, 2023
Application Filed
Jun 03, 2025
Non-Final Rejection mailed — §102, §103
Aug 08, 2025
Interview Requested
Aug 18, 2025
Examiner Interview Summary
Aug 29, 2025
Response Filed
Dec 31, 2025
Non-Final Rejection mailed — §102, §103
Mar 23, 2026
Response Filed
Jun 16, 2026
Final Rejection mailed — §102, §103 (current)

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Prosecution Projections

4-5
Expected OA Rounds
65%
Grant Probability
81%
With Interview (+16.4%)
2y 12m (~1m remaining)
Median Time to Grant
High
PTA Risk
Based on 102 resolved cases by this examiner. Grant probability derived from career allowance rate.

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