Prosecution Insights
Last updated: September 17, 2026
Application No. 18/390,126

APPLICATIONS, SYSTEMS AND METHODS TO MONITOR, FILTER AND/OR ALTER OUTPUT OF A COMPUTING DEVICE

Final Rejection §103§112
Filed
Dec 20, 2023
Priority
Mar 30, 2016 — provisional 62/315,348 +2 more
Examiner
OLAEGBE, MUDASIRU K
Art Unit
2495
Tech Center
2400 — Computer Networks
Assignee
Covenant Eyes Inc.
OA Round
4 (Final)
74%
Grant Probability
Favorable
5-6
OA Rounds
5m
Est. Remaining
88%
With Interview

Examiner Intelligence

Grants 74% — above average
74%
Career Allowance Rate
64 granted / 87 resolved
+15.6% vs TC avg
Moderate +15% lift
Without
With
+14.6%
Interview Lift
resolved cases with interview
Typical timeline
3y 1m
Avg Prosecution
25 currently pending
Career history
120
Total Applications
across all art units

Statute-Specific Performance

§101
3.9%
-36.1% vs TC avg
§103
63.5%
+23.5% vs TC avg
§102
17.7%
-22.3% vs TC avg
§112
12.6%
-27.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 87 resolved cases

Office Action

§103 §112
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 . This communication is in response to the arguments/amendments filed on 05/07/2026. Claims 17-25 are currently pending in the application. It is noted that claims 23-25 are newly added claims. Response to Arguments Applicant's arguments filed 10/03/2025 regarding the previous 103 rejections of the application have been fully considered but they are not persuasive. `Applicant argued against using multiple references in the prosecution of the present application and that those references are uncorrelated. The examiner would like to re-affirm that the use of five or more references to prosecute an application is not alien to the practice at USPTO provided the references are congruous with each other and disclose the limitations of the claimed invention which is the case in this situation. Each of the references applied in the prosecution of the present application is analogous to capturing, classification, analysis, and or scoring of streams of video or images. Firstly, claim 17 of the present application is rejected with just three correlated references PARK (US. 20110047388), Dimitrova et al. (US No. 20020147782), and Robson et al. (US. 20040006767). PARK discloses access control to pornographic content of an image, Dimitrova discloses parental control in video programs based on multimedia content information, and Robson discloses method for selective filtering of objectionable content from a program. These are all related arts that disclose each and every limitation of the independent claim 17 of the application. Applicant also argued that that the art of Zhang (US. 20110221919) is not relevant to the rejections of claim 22 of the present application. This argument is not correct because the limitation of “determining a score of the video images via a capture of sequential images of the video at predetermined time intervals in the range of 1 milliseconds to 10,000 milliseconds” is disclosed by the art of Zhang in paragraph 51, wherein 200 images in 200 frames are obtained in the predetermined time period of 10 seconds (10,000 milliseconds) and the average values of the degree-of-saturation of the pixels are calculated (“After the average values of the degree-of-saturation values of the pixels whose brightness values are within the above-mentioned two ranges, in each of the foreground images are calculated, the threshold value estimation unit 402 further calculates average values of the degree-of-saturation values of the pixels whose brightness values are within the above-mentioned two ranges, in all the foreground images during a predetermined time period (for example, 10 seconds). For example, if it is supposed that the average frame rate of the camera device 30 is 20 fps, then it is possible to obtain 200 images in 200 frames in the predetermined time period. In this circumstance, it is possible to calculate the average values of the degree-of-saturation values of the pixels whose brightness values are within the above-mentioned two ranges, in all the 200 foreground images in 200 frames to be the final first and second pixel degree-of-saturation threshold values T1(s) and T2(s).”). Similarly, applicant argument that the art of Lambe (US. 20090128573) does not differentiate between image substitution and image blurring is not persuasive because image substitution/replacement as recited in claim 20 is disclosed by Lambe in paragraphs 93-96, Fig. 5, wherein different methods of distorting an objectionable image so that it cannot be viewed by the user including image replacement are disclosed (“If the image contains inappropriate content, the system will distort the image so that it cannot be viewed by the user. There are a number of options as to how to achieve this distortion including for the potentially inappropriate image FIG. 5a:… Alpha blending of the image with a second image so as to provide a significantly darkened and partially opaque image as shown in FIG. 5b…. Performing some image processing algorithm so as to introduce a smoothing effect or other blurring effect as shown in FIG. 5c…. Replacement of image with other image--for example a stop sign as shown in FIG. 5d…”). Regarding the argument against Yamanashi (US. 10242589) reference that it does not teach the recovery of image, applicant appears to be misinterpreting the art of Yamanashi and the cited portion. Yamanashi discloses recovery of images via a reverse alpha-blending process. Yamanashi discloses superimposition of image using alpha blending process, and performs a reverse alpha blending process to acquire the reference image. See (Col. 8, lines 48-59, “The color and application concentration of the makeup is acquired, for example, by performing a process reverse to the above-described alpha blending process…”), see also claim 1 of Yamanashi “… acquire, from the second generated image, by reverse alpha blending, reference makeup and the color and concentration of the reference makeup including the level of permeability thereof and the gradation thereof for each of the plurality of portions of the model's face, based on differences between the skin colors of the plurality of portions of the second generated image and actual colors of the plurality of portions of the second generated image, the reference makeup including a way of applying the makeup; acquire the reference makeup from a two-dimensional code displayed on an image of the model's face in a picture thereof instead of acquiring the reference makeup based on differences between the skin colors of the plurality of portions of the second image and actual colors of the plurality of portions of the second image, when acquiring the second image by capturing a picture of the model's face that includes the two-dimensional code…”, wherein reverse alpha blending is used to recover the reference/original image and the hidden colors). Each of the references applied in the prosecution of the present application is analogous to capturing, classification, analysis, and or scoring of streams of video or images. Thus, applicant’s arguments against the previous 103 rejections made in respect of the application is not persuasive and consequently, the examiner maintains the rejections. The newly added claims 23-25 are rejected in the office action below. Claim Rejections - 35 USC § 112 The following is a quotation of the first paragraph of 35 U.S.C. 112(a): (a) IN GENERAL.—The specification shall contain a written description of the invention, and of the manner and process of making and using it, in such full, clear, concise, and exact terms as to enable any person skilled in the art to which it pertains, or with which it is most nearly connected, to make and use the same, and shall set forth the best mode contemplated by the inventor or joint inventor of carrying out the invention. The following is a quotation of the first paragraph of pre-AIA 35 U.S.C. 112: The specification shall contain a written description of the invention, and of the manner and process of making and using it, in such full, clear, concise, and exact terms as to enable any person skilled in the art to which it pertains, or with which it is most nearly connected, to make and use the same, and shall set forth the best mode contemplated by the inventor of carrying out his invention. Claim 24 is rejected under 35 U.S.C. 112(a) or 35 U.S.C. 112 (pre-AIA ), first paragraph, as failing to comply with the written description requirement. The claim(s) contains subject matter which was not described in the specification in such a way as to reasonably convey to one skilled in the relevant art that the inventor or a joint inventor, or for applications subject to pre-AIA 35 U.S.C. 112, the inventor(s), at the time the application was filed, had possession of the claimed invention. Applicant recites “wherein the controlled images are generated via an alpha-blending process performed on an OAAS-generated template rather than the received image” in claim 24. However, it is noted that there is no clear support for this claim in the applicant’s specification as originally filed. Paragraphs 213 and 214 discloses that OAAS generates an overlay image to be alpha blended, but there is neither a disclosure that the alpha blending process is performed on an OAAS-generated template rather than the received image nor the template being defined. This constitutes a new matter. For the purpose of prosecution of this application, the examiner interprets the limitation as generating a controlled image by performing alpha blending based on the template image and the first segmented image. The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claim 24 is rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Applicant recites “wherein the controlled images are generated via an alpha-blending process performed on an OAAS-generated template rather than the received image” in claim 24. However, it is not clear how an alpha blending process could be done without involving the original (received) image since alpha blending is a process of superimposing or overlay one image over the other to produce alpha blended image (control image). This renders the claim indefinite as one of ordinary skill in the art may not understand how to carry out alpha blending process on the template generated by the said OAAS. 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. The factual inquiries for establishing a background for determining obviousness under 35 U.S.C. 103 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. Claims 17 -19, and 21 are rejected under 35 U.S.C. 103 as being unpatentable over USPGPub. No. 20110047388 to PARK et al (hereinafter PARK) in view of USPGPub. No. 20020147782 to Dimitrova et al. (hereinafter Dimitrova) and further in view of USPGPub. No. 20040006767 to Robson et al. (hereinafter Robson) Regarding claim 17, Park discloses a system for monitoring (¶0036, “...performing real-time remote monitoring…”), obscuring and recovering images available for viewing by a selected user (¶0043, “…encrypting or inactivating the content of the image when it is determined that the content of the image is pornographic (330); extracting at least one representative problematic image frame from the content of the image and transmitting the at least one representative problematic image frame to a parent-controlled device (340);…”), the system comprising: a computing device having an obscuring and analysis system (OAAS) (¶0053, FIG. 5, “apparatus 500”) which uses an algorithm installed thereon, the computing device having at least one image input device configured to continuously receive a plurality of image types from a plurality of sources (¶0054, FIG. 5, “image content acquiring unit 510”), (¶0036, “…performing real-time remote monitoring…”), see also ¶0029, ¶0039, ¶0043, and ¶0050, for real time (continuous) monitoring, (¶0034, “…the first device may be any of a TV, a PC, a portable media player (PMP), (plurality of sources) etc. …”), (¶0060, “a child's playback and distribution of pornography are initially prevented by automatically detecting pornography when a child has captured or acquired pornography via a mobile device, thereby reducing problems due to pornographic UCC, such as pornographic still images and moving images (image types), which numbers thereof have been rapidly increased recently.”) and one image output device configured to output the received plurality of image types from the plurality of sources to be viewed by the user (¶0054, FIG. 5, the output of the second device, wherein the second device is a parent-controlled device that has authority to control the first device, see ¶0034,), (¶0030, “There may be a variety of algorithms for determining whether content of an image is pornographic…”), (¶0036, “an algorithm is performed for a predetermined amount of time for determining whether image frames of the content of the image are pornographic,..”); an image classifier installed on the computing device configured to classify received images from the plurality of image types from the plurality of sources as one of clean and non-clean (¶0054, FIG. 5, “…a pornography determining unit 520…”); wherein the controlled images contain content which enables the OAAS to execute at least one of: recovery of the received input images; and transmission of metadata associated with the received images to a reporting agent (¶0057, “…The pornography inquiry unit 570 allows a user having authority to retrieve the stored representative problematic image frame to inquire about the representative problematic image frame. According to the exemplary embodiment, if it is determined that the content of the image is pornographic, the representative problematic image frame from the content of the image is transmitted to a parent-controlled mobile device…”). However, PARK does not explicitly disclose the following limitation: a MLIC algorithm installed thereon, wherein the OAAS is configured to generate one or more controlled images and to cause at least one of the received images classified by the image classifier to be non-clean to be obscured by the one or more controlled images, the controlled images being displayed for viewing by the user via the image output device while at least one of the input images classified by the image classifier to be non-clean is not visible to the user via said image output device; wherein when the received images is greater than two images from the plurality of sources, these greater than two received images are scored separately, and the presence of multiple restricted subject images will result in a determination of high confidence that at least one of the plurality of sources is to be obscured and reported upon; wherein when an image classifier classifies received images as non-clean, future actions include the OAAS obscuring a predetermined number of next images; and obscuring the next images for a predetermined time. Dimitrova in the same field of endeavor discloses: a MLIC algorithm installed thereon, (¶0046-¶0047, “The learning module 180 preferably employs standard and well-understood learning paradigms to achieve the proper correlation between the labeling of the video input scene and the extracted features. Standard learning paradigms such as Hidden Markov Models (HMMs), Bayesian networks, genetic algorithms, and neural networks advantageously can be employed in the parental control system and corresponding method, combined with nearest neighbor classification,…”), wherein the OAAS is configured to generate one or more controlled images and to cause at least one of the received images classified by the image classifier to be non-clean to be obscured by the one or more controlled images, the controlled images being displayed for viewing by the user via the image output device while at least one of the input images classified by the image classifier to be non-clean is not visible to the user via said image output device (¶0016, “The present invention provides an automatic system to evaluate video programs using criteria supplied by a user (a parent, for example) via the multimedia content, e.g. visual, audio, and textual content, of video programs and which then filters, blocks, or masks portions of the video programs according to those criteria, in real time. Such blocking or masking may include simply skipping over the material determined to meet the user specified criteria, substituting an alternate "safe" signal for the duration of the offending program segment, or masking portions of the video or audio content, e.g. blurring a naked body or garbling profanity.”), (¶0020, “…The filter either modifies one of the first and second audible features of the respective segment, or modifies the video feature of the respective segment, or eliminates the respective segment from the filtered multimedia program output by the parental control system…”), (¶0055, …“the filter module 290 advantageously can be configured to substitute another video signal for that segment (e.g., show a Barney the dinosaur interstitial or Web page). Moreover, assuming that the filter module 290 receives definitive information as to what part of a multimedia segment is to be removed, the filter module 290 advantageously can mask or blur out that particular portion…”); wherein when the received images is greater than two images from the plurality of sources, these greater than two received images are scored separately, and the presence of multiple restricted subject images will result in a determination of high confidence that at least one of the plurality of sources is to be obscured and reported upon (¶0018-¶0020, “the present invention provides a method for dynamically filtering the content of a multimedia program in real time on a segment-by-segment basis responsive to a filter criteria, comprising extracting audio, video, and transcript features from segments including the multimedia program, generating a numeric ranking for each filter criteria for each applicable filter category (e.g. violence, nudity, religion, etc.) each of the segments, and when the combined respective numeric rankings for that segment exceeds a threshold, processing that segment to thereby eliminate material corresponding to the filter criteria…”), (¶0057, “the parental control system advantageously can receive feedback from the controlling user. That is, after the parental control system segments and classifies the movie, the user can be given a chance to review the marked segments and provide feedback to the system, identifying which segments are correctly marked or classified and which are marked incorrectly. It will be appreciated that the next time that the system goes through the learning and classification phases, the system will produce better results.”); Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of applicant’s claimed invention to modify the system of PARK to include generation of modified (control) images to obscure inappropriate images as disclosed by Dimitrova and be motivated in doing so in order to provide additional layer of restriction to inappropriate content access. The combination of PARK and Dimitrova does not disclose the following limitations: wherein when an image classifier classifies received images as non-clean, future actions include the OAAS obscuring a predetermined number of next images; and obscuring the next images for a predetermined time. Robson in the same field of endeavor discloses wherein when an image classifier classifies received images as non-clean, future actions include the OAAS obscuring a predetermined number of next images (¶0082-¶0083, “The DURATION attribute, which is required for all codes, specifies the number of frames (or alternately, thirtieths of a second) the program is to be filtered from the reception of the START attribute (discussed below). In the case of A-codes, it specifies how long the audio will be filtered (e.g., muted). For V-codes and S-codes, the DURATION attribute specifies how long a portion of the screen will be blanked.”); and obscuring the next images for a predetermined time (¶0098, “Filtering will begin in the frame containing the closing bracket of the START attribute and will continue for the number of frames specified by the DURATION attribute. However, in alternate embodiments the START attribute could identify an absolute start time, a relative start time, or a start location within the signal or recording.”), (¶0022, “…If filtering of the video is to be performed, the processor causes a video filter to cover over a specified area of the video display at a specified frame for a specified duration to thereby filter the objectionable portion of the video of the program.”). See also ¶0183. Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of applicant’s claimed invention to modify the system of PARK and Dimitrova to include blocking/filtering the inappropriate/objectionable images for a predetermined time as disclosed by Robson and be motivated in doing so in order to provide for the selective filtering of objectionable content from a program-Robson abstract in parts Regarding claim 18, Park in view of Dimitrova and further in view of Robson discloses the system of claim 17. Dimitrova further discloses wherein said computing device is configured such that the OAAS is included in at least one of: the operating system of the computing device; and a chip embedded in the computing device (¶0007, “… televisions currently being produced include technology known as the "V-Chip ", which uses rating information inserted in the broadcast television video programs to determine, based on user supplied information, whether the program is viewable or not....”), (¶0035, “…Such information would complement or even supplement any rating information, which might be available via the XDS information located on line 21 of the VBI, as used by V-chip technology.”). Robson also discloses V-chip and operating system in ¶0008, ¶0009, ¶0178, ¶0219. Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of applicant’s claimed invention to modify the system of PARK, Dimitrova, and Robson in claim 17 include a V-chip embedded in a computing device as disclosed by Dimitrova and be motivated in doing so in order to empower the parents to control the children’s TV viewing by blocking any deemed inappropriate contents. Regarding claim 19, Park in view of Dimitrova and further in view of Robson discloses the system of claim 17. PARK further discloses wherein the OAAS is configured to permit some of the received images to not be obscured by the controlled images, based on at least one of: a classification of the receive images by the image classifier; a predetermined schedule based on time; and a predetermined schedule based on number of received images (¶0044, “… Access to the content of the image may be controlled according to a controlling degree of entire allowance, partial allowance or entire disallowance when the contents of the image are used. In addition, the access to the content of the image may be controlled based on a point of time when the content of the image is capable of being used, a length and duration of the content of the image, an amount of the content of the image, image quality or a sound quality of the content of the image, and a medium for transmitting the content of the image.”), (¶0040, “… If the parent determines that the representative problematic image frame is not problematic, control commands allowing the child to access the content of the image are transmitted to the child's mobile device (250)…”). Regarding claim 21, Park in view of Dimitrova and further in view of Robson discloses the system of claim 17. Park further discloses wherein the received images are at least one of still pictures, videos, streaming videos, 3-D images, holographic, virtual reality, and analog images (¶0025, “since most small-sized portable devices include a digital camera or a camcorder module for capturing a high-definition moving image as well as a still image (e.g., a photograph)…”), (¶0028, “In Operation 110, the content of the image is acquired. For example, a user photographs himself or herself using the first device, for example, a mobile phone including a camera. The first device for acquiring the content of the image may be any image-related consumer electronic (CE) product for capturing a still image or a moving image, such as a digital camera, a mobile phone, a camcorder, a netbook computer or a portable media player (PMP)…”). Claims 22 and 25 are rejected under 35 U.S.C. 103 as being unpatentable over US.PGPub. No. 20110047388 to PARK et al (hereinafter PARK) in view of US.PGPub. No. 20020147782 to Dimitrova et al. (hereinafter Dimitrova) and further in view of US.PGPub. No. 20040006767 to Robson et al. (hereinafter Robson) and further in view of US.PGPub. No. 20110221919 to ZHANG; Wembo (hereinafter ZHANG). Regarding claim 22, Park in view of Dimitrova and further in view of Robson discloses the system of claim 21. Dimitrova further discloses wherein the score for the video images determined by the programmable processor of the control circuit of the computing device is based on images or portions of video images preceding captured of the sequential images (¶0018-¶0020, “…the present invention provides a method for dynamically filtering the content of a multimedia program in real time on a segment-by-segment basis responsive to a filter criteria, comprising extracting audio, video, and transcript features from segments including the multimedia program, generating a numeric ranking for each filter criteria for each applicable filter category (e.g. violence, nudity, religion, etc.) each of the segments, and when the combined respective numeric rankings for that segment exceeds a threshold, processing that segment to thereby eliminate material corresponding to the filter criteria…”). Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of applicant’s claimed invention to modify the system of PARK, Dimitrova, and Robson to include generation of score (numeric ranking) based on video images as disclosed by Dimitrova and be motivated in doing so in order to generate a control signal when the combined numeric ranking exceeds a threshold-Dimitrova ¶0020 in parts. However, the combination of Park, Dimitrova, and Robson does not explicitly disclose the following limitation: wherein the received images are video images and wherein a programmable processor of a control circuit of the computing device is programmed to determine a score of the video images via a capture of sequential images of the video at predetermined time intervals in the range of 1 milliseconds to 10,000 milliseconds; and ZHANG discloses the limitation (¶0051, “…After the average values of the degree-of-saturation values of the pixels whose brightness values are within the above-mentioned two ranges, in each of the foreground images are calculated, the threshold value estimation unit 402 further calculates average values of the degree-of-saturation values of the pixels whose brightness values are within the above-mentioned two ranges, in all the foreground images during a predetermined time period (for example, 10 seconds (10,000 milliseconds))…”). Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of the applicant’s claimed invention to modify the system of PARK, Dimitrova, and Robson in claim 21 to include calculation of image scores at a predetermined time interval of 0-10 seconds as disclosed by ZHANG and be motivated in doing so because it provides utilization capable of setting a specific threshold value range for the determination of score or ranking value for captured sequential images. Regarding claim 25, Park in view of Dimitrova, Robson, and Zhang discloses the system of claim 22. Park further discloses wherein sequential image capture is performed by the OAAS prior to display rendering (¶0035, “… the parental control system receives a regular video input 100 stream, which can come from a DVD player, VCR, cable TV feed, satellite, etc., at the input port of video tuner 130 or alternatively video streaming from the Internet…”, wherein a video input stream from a DVD is a sequence of images), (¶0020, “…The filter either modifies one of the first and second audible features of the respective segment, or modifies the video feature of the respective segment, or eliminates the respective segment from the filtered multimedia program output by the parental control system…”). Claim 23 rejected under 35 U.S.C. 103 as being unpatentable over USPGPub. No. 20110047388 to PARK et al (hereinafter PARK) in view of US.PGPub. No. 20020147782 to Dimitrova et al. (hereinafter Dimitrova) and further in view of US.PGPub. No. 20040006767 to Robson et al. (hereinafter Robson) in view of USPGPub. No. 20090128573 to Lambe et al (hereinafter Lambe). Regarding claim 23, Park in view of Dimitrova and further in view of Robson discloses the system of claim 17. However, the combination of Park, Dimitrova, and Robson does not explicitly disclose the following limitation: wherein the OAAS is configured to generate one or more controlled images as substitute display objects independent of the received images. Lambe discloses generation of one or more controlled images as substitute display objects independent of the received images if the received image contains inappropriate content (¶0093-¶0096, FIG. 5d, “If the image contains inappropriate content, the system will distort the image so that it cannot be viewed by the user. There are a number of options as to how to achieve this distortion including for the potentially inappropriate image FIG. 5a:…Alpha blending of the image with a second image so as to provide a significantly darkened and partially opaque image as shown in FIG. 5b….Performing some image processing algorithm so as to introduce a smoothing effect or other blurring effect as shown in FIG. 5c….Replacement of image with other image--for example a stop sign as shown in FIG. 5d…”), (¶0028, “FIG. 5d is an image depicting the blocking of the image from FIG. 5a using a pre-generated sign according illustrative embodiment of the invention”), see also ¶0006. Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of the applicant’s claimed invention to modify the system of PARK, Dimitrova, and Robson in claim 17 to include generating one or more controlled images as substitute display objects independent of the received images as disclosed by Lambe and be motivated in doing so in order to prevent the display of the image with inappropriate contents and thus safeguard the viewers from viewing inappropriate contents while maintaining page layout-Lambe abstract in parts. Claim 20 rejected under 35 U.S.C. 103 as being unpatentable over USPGPub. No. 20110047388 to PARK et al (hereinafter PARK) in view of US.PGPub. No. 20020147782 to Dimitrova et al. (hereinafter Dimitrova) and further in view of US.PGPub. No. 20040006767 to Robson et al. (hereinafter Robson) in view of USPGPub. No. 20090128573 to Lambe et al. (hereinafter Lambe) and further in view of US. PAT. NO 10242589 to Yamanashi et al. (hereinafter Yamanashi). Regarding claim 20, Park in view of Dimitrova and further in view of Robson discloses the system of claim 17. PARK further discloses the limitation of: wherein future actions further include the OAAS causing at least one of: turning the computing device off; sounding an alarm; obscuring the next image; allowing the unobscured display of next image; allowing a predetermined number of next images; allowing the next images for a predetermined time; and sending content about analyzed images to a reporting agent (¶0049-¶0050, “once it is determined that pornography has been acquired by a child's device, but before problematic images are transmitted to a parental mobile device, a warning message is displayed on a monitor of the child's device…”, wherein a warning message is interpreted as an alarm and the parent to which the problematic images are transmitted being the reporting agent); wherein the reporting agent generates a report on the image and wherein the report includes at least one of: metadata about the image; the input image; the controlled image; and results of analysis by OAAS (¶0039-¶0041, FIG. 2, “Referring to FIG. 2, when the child captures content of an image that is suspected to be pornographic by using a camera included in the mobile phone (210), a real-time determination is made as to whether the content of the image is pornographic (220). If it is determined that the content of the image is pornographic, the content of the image is encrypted or inactivated (230). Then, a message attached with a representative problematic image frame is transmitted to a parental mobile device (240) controlled by the parent…If the parent determines that the representative problematic image frame is not problematic, control commands allowing the child to access the content of the image are transmitted to the child's mobile device (250)…”, wherein the determination made by the parent on the image and transmitted to the child’s mobile device is interpreted a report on the image, and the representative problematic image frame is interpreted as the metadata about the image); and However, PARK in view of Dimitrova and Robson does not explicitly disclose the following limitation: wherein the computing device includes a windowing system, the windowing system being configured to include a process of assigning z-order to windows which are to be displayed for viewing; wherein the OAAS is configured to generate the one or more controlled images via an alpha blending process; wherein the windowing system is configured to assign to the received input image classified by said image classifier to be non-clean a position in the z order; wherein the OAAS is configured to cause the windowing system to replace the received input image classified by the image classifier to be non-clean in the z-order by the controlled image; wherein the OAAS is configured to cause the windowing system to display the one or more controlled image as a topmost window; wherein the OAAS is configured to recover the received images via a reverse alpha-blending process; Lambe discloses wherein the computing device includes a windowing system (¶0039, “FIG. 2 illustrates a composite window display that includes multiple images and text content…”), the windowing system being configured to include a process of assigning z-order to windows which are to be displayed for viewing (¶0039, “each image is rendered via separate calls to the GDI. The aspects of the invention is adapted to intercept those calls. Thus, the aspects and methods of the invention can regulate the content as shown in FIG. 2 from being displayed in the event that any of its is inappropriate…”), (¶0100, “FIG. 7 illustrates a schematic representation of a user's overall screen view if the content in FIG. 6b is displayed. In addition, a window will display in the bottom right corner of the screen for a time bounded period offering the user the choice of overriding the content…”, wherein Z-order is interpreted as the arrangement of displayed images for viewing in a window system); wherein the OAAS is configured to generate the one or more controlled images via an alpha blending process (¶0094, FIG. 5B, “… Alpha blending of the image with a second image so as to provide a significantly darkened and partially opaque image as shown in FIG. 5b…”); wherein the windowing system is configured to assign to the received input image classified by said image classifier to be non-clean a position in the z order (¶0039, “each image is rendered via separate calls to the GDI. The aspects of the invention is adapted to intercept those calls. Thus, the aspects and methods of the invention can regulate the content as shown in FIG. 2 from being displayed in the event that any of its is inappropriate…”); wherein the OAAS is configured to cause the windowing system to replace the received input image classified by the image classifier to be non-clean in the z-order by the controlled image (¶0096, “Replacement of image with other image--for example a stop sign as shown in FIG. 5d. On a modern PC the overhead of performing a blurring effect on the target image does not cause a noticeable performance penalty and therefore this approach (5b) is used in one embodiment of the application.”); wherein the OAAS is configured to cause the windowing system to display the one or more controlled image as a topmost window (¶0100, FIG. 7, images on the left-hand corner of the screen are displayed on the topmost window); Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of applicant’s claimed invention to modify the system of PARK, Dimitrova, and Robson to include windowing system as disclose by Lambe and be motivated in doing so in order to display multiple images on the windowing system simultaneously. Although, PARK discloses retrieving the stored representative problematic image frame in ¶0057, PARK in view of Dimitrova, Robson, and Lambe does not explicitly disclose the limitation of: wherein the OAAS is configured to recover the received images via a reverse alpha-blending process; Yamanashi discloses the limitation (Col. 8, lines 48-59, “The color and application concentration of the makeup is acquired, for example, by performing a process reverse to the above-described alpha blending process…”), see also claim 1 of Yamanashi. Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of applicant’s claimed invention to modify the system of PARK, Dimitrova, Robson, and Lambe to include reverse alpha-blending process as disclose by Yamanashi and be motivated in doing so in order to recover/acquire a reference color and application concentration of the makeup on the face of an image-Yamanashi, Col. 8, lines 48-50. Claim 24 rejected under 35 U.S.C. 103 as being unpatentable over USPGPub. No. 20110047388 to PARK et al (hereinafter PARK) in view of US.PGPub. No. 20020147782 to Dimitrova et al. (hereinafter Dimitrova) and further in view of US.PGPub. No. 20040006767 to Robson et al. (hereinafter Robson) in view of USPGPub. No. 20090128573 to Lambe et al. (hereinafter Lambe) and further in view of US. PAT. NO 10242589 to Yamanashi et al. (hereinafter Yamanashi) and further in view of US.PGPub. No. 20180276797 to WU; Lei (hereinafter WU). Regarding claim 24, Park in view of Dimitrova, Robson, Lambe, and Yamanashi discloses the system of claim 20. However, their combination does not disclose the limitation of: wherein the controlled images are generated via an alpha-blending process performed on an OAAS-generated template rather than the received image. WU discloses wherein the controlled images are generated via an alpha-blending process performed on an OAAS-generated template rather than the received image (¶0011, “a terminal may include input circuitry and a processing circuitry. The input circuitry is configured to input a first image including a plurality of pixels, each pixel corresponding to a pixel information. The input circuitry is further configured to input a template image. The template image includes image rendering parameters…”), (¶0012, “the processing circuitry is configured to generate the second image (controlled image) by performing at least one of the following operations: screen blending, soft light blending, and alpha blending based on the template image and the segmented image.”). Thus, one of ordinary skill in the art would have found it obvious before the effective filing date of the applicant’s claimed invention to modify the system of PARK, Dimitrova, Robson, Lambe, and Yamanashi in claim 20 to include alpha blending a template image with the received image to generate a controlled image as disclosed by WU and be motivated in doing so in order to reference the template image as a guide while imposing a structural layouts for the controlled image. Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). 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 nonprovisional extension fee (37 CFR 1.17(a)) 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 MUDASIRU K OLAEGBE whose telephone number is (571)272-2082. The examiner can normally be reached MON-FRI. 7.30AM-5.30PM. 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, Farid Homayounmehr can be reached at 5712723739. 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. /MUDASIRU K OLAEGBE/Examiner, Art Unit 2495 /JEFFERY L WILLIAMS/Primary Examiner, Art Unit 2495
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Prosecution Timeline

Show 1 earlier event
Jul 16, 2024
Non-Final Rejection mailed — §103, §112
Jan 14, 2025
Response Filed
Apr 08, 2025
Final Rejection mailed — §103, §112
Oct 03, 2025
Request for Continued Examination
Oct 07, 2025
Response after Non-Final Action
Jan 07, 2026
Non-Final Rejection mailed — §103, §112
May 07, 2026
Response Filed
Jul 23, 2026
Final Rejection mailed — §103, §112 (current)

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Prosecution Projections

5-6
Expected OA Rounds
74%
Grant Probability
88%
With Interview (+14.6%)
3y 1m (~5m remaining)
Median Time to Grant
High
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