Prosecution Insights
Last updated: April 19, 2026
Application No. 18/438,346

COSMETIC INSPECTION SYSTEM

Final Rejection §103§DP
Filed
Feb 09, 2024
Examiner
FEREJA, SAMUEL D
Art Unit
2487
Tech Center
2400 — Computer Networks
Assignee
Future Dial Inc.
OA Round
4 (Final)
75%
Grant Probability
Favorable
5-6
OA Rounds
2y 8m
To Grant
86%
With Interview

Examiner Intelligence

Grants 75% — above average
75%
Career Allow Rate
458 granted / 614 resolved
+16.6% vs TC avg
Moderate +12% lift
Without
With
+11.8%
Interview Lift
resolved cases with interview
Typical timeline
2y 8m
Avg Prosecution
66 currently pending
Career history
680
Total Applications
across all art units

Statute-Specific Performance

§101
3.6%
-36.4% vs TC avg
§103
64.1%
+24.1% vs TC avg
§102
13.8%
-26.2% vs TC avg
§112
7.9%
-32.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 614 resolved cases

Office Action

§103 §DP
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 . Currently, claims 1-19 are pending in the application. Claim 21 is cancelled . Response to Arguments / Amendments Applicant’s arguments have been fully considered, but they are not persuasive, see discussion below. Rejections under 35 U.S.C. § 103: The applicant argued that None of the cited references teach at least “a semi-transparent dome; wherein a test object is configured to be located within the semi-transparent dome such that the semi-transparent dome surrounds all sides of the test object.” set forth in claim 1. As to the above argument, Pinter disclose test object is configured to be located within the semi-transparent dome such that the semi-transparent dome surrounds all sides of the test object with an arrangement of diffused light such as a dome light used to inspect transparent packaging, indirect light 408 emitted by a dome illumination source 405 and illuminating a target 550 with a backlight 506 may produce a silhouette of the target 550 with respect to the camera 560. The machine vision system 500 may utilize the silhouette to enable, for example, high-accuracy transparent target detection ([0070] FIG. 4; [0107], [0111]). Pinter further discloses the machine vision system 500 may enable detecting a level of, for example, transparent liquid within a transparent or semi-transparent container with the backlight illuminator 506 having silhouette a shape of the target 550 using the light 551 passing through the target 550 ([0111]) and the semi-transparent dome having a matte finish surface matte ([0063]). PNG media_image1.png 310 521 media_image1.png Greyscale Forutanpour also from the same endeavor of arts disclose flipping the mobile phone 210 when the inspection tray 212 is in so that the front side of the phone is facing downwardly toward the inspection tray 212 to perform a visual inspection of the back side of the mobile phone using the same imaging systems that were used to inspect the front side of the mobile phone 210 ([0029], FIG. 2Bl [0034]-[0035], FIGS. 3A-3C ) It should be further noted that Applicant has not presented any specific arguments with regards to the rejections of the dependent claims. Accordingly, Examiner maintains the rejection with regards to above arguments. Double Patenting The nonstatutory double patenting rejection is based on a judicially created doctrine grounded in public policy (a policy reflected in the statute) so as to prevent the unjustified or improper timewise extension of the “right to exclude” granted by a patent and to prevent possible harassment by multiple assignees. A nonstatutory double patenting rejection is appropriate where the claims at issue are not identical, but at least one examined application claim is not patentably distinct from the reference claim(s) because the examined application claim is either anticipated by, or would have been obvious over, the reference claim(s). See, e.g., In re Berg, 140 F.3d 1428, 46 USPQ2d 1226 (Fed. Cir. 1998); In re Goodman, 11 F.3d 1046, 29 USPQ2d 2010 (Fed. Cir. 1993); In re Longi, 759 F.2d 887, 225 USPQ 645 (Fed. Cir. 1985); In re Van Ornum, 686 F.2d 937, 214 USPQ 761 (CCPA 1982); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); and In re Thorington, 418 F.2d 528, 163 USPQ 644 (CCPA 1969). A timely filed terminal disclaimer in compliance with 37 CFR 1.321(c) or 1.321(d) may be used to overcome an actual or provisional rejection based on a nonstatutory double patenting ground provided the reference application or patent either is shown to be commonly owned with this application, or claims an invention made as a result of activities undertaken within the scope of a joint research agreement. A terminal disclaimer must be signed in compliance with 37 CFR 1.321(b). The USPTO internet Web site contains terminal disclaimer forms which may be used. Please visit http://www.uspto.gov/forms/. The filing date of the application will determine what form should be used. A web-based eTerminal Disclaimer may be filled out completely online using web-screens. An eTerminal Disclaimer that meets all requirements is auto-processed and approved immediately upon submission. For more information about eTerminal Disclaimers, refer to http://www.uspto.gov/patents/process/file/efs/guidance/eTD-info-I.jsp. US Patent No. 11900581 Claim 1-19 of the instant application is rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-17 of US Patent No. 11900581 (Application Number: 17/028238). Regarding Claim 1: Although the conflicting claims are not identical, they are not patentably distinct from each other because claim 1 of the instant application generic to all that is recited in claim 1 of the US Patent No. 11900581. That is, claim 1 of the instant application is anticipated by claim 1 of US Patent No. 11900581. Regarding Claim 13: Although the conflicting claims are not identical, they are not patentably distinct from each other because claim 13 of the instant application generic to all that is recited in claim 13 of the US Patent No. 11900581. That is, claim 13 of the instant application is anticipated by claim 13 of US Patent No. 11900581. Regarding Claims 2-12 & 14-19 : Regarding Claims 2-12 & 14-19 , Analogous rejection as the rejection of Claims 1 & 13 applies. 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. Claims 1 and 5-12 are rejected under 35 U.S.C. 103 as being unpatentable over Fitzgerald et al. (US 20210116392 A1, hereinafter Fitzgerald) in view of Pinter et al. (US 20210299879 A1 hereinafter Pinter ) and Forutanpour et al. (US 20220051507 A1) Regarding Claim 1, Fitzgerald discloses a system, comprising: a plurality of cameras arranged to capture different views of a plurality of surfaces of the test object ([0063] front-facing camera 874 capturing an image while positioning a mobile device 800 closer to the reflecting mirror 215 or the mobile device 800 to capture a complete image of the mobile device 800; [0133], FIGS. 14, 15, a multi-camera setup are used to capture multiple images and angles of the mobile device while mobile device proceeds down the conveyor to come in the box); and a processing device configured to: receive a plurality of images of a test object ([0133], FIGS. 14, 15, a multi-camera setup are used to capture multiple images and angles of the mobile device while mobile device proceeds down the conveyor to come in the box); identify one or more cosmetic defects in the images as received relative to a plurality of profile images for a model object (neural networks to classify defects into various classes such as scratches, chips, fractures, mars, dead pixels, color bleed, color errors per [0140], Fig. 24 including identified defect class 2430; comparison of device (captured) images 2510 with expected results (training images) 2515 in Fig. 25); determine a cosmetic grade based on the one or more cosmetic defects as identified ([0124], an array of scores is obtained, then from the array a heat map is produced and from an area of the image, and overlay is produced to be displayed onto the original captured image, such as a bounding box shown in FIG. 7 or a color overlaid on the image where damage might exist, then the server returns back the image) and PNG media_image2.png 474 511 media_image2.png Greyscale store the cosmetic grade for the test object ([0126], capturing multiple images with different background colors being [stored &] displayed on the mobile device 800 enhancing the ability to detect additional defects). Fitzgerald further discloses Fiducials 225 comprising a box or other polygon, raised ridges or lit areas to guide the user with optimal placement of the mobile device 800 ([0061] FIG. 1). However, Fitzgerald does not explicitly disclose a semi-transparent dome; wherein a test object is configured to be located within the semi-transparent dome such that the semi-transparent dome surrounds all sides of the test object; wherein an inner surface of the semi-transparent dome has a matte finish. Pinter teaches a semi-transparent dome; wherein a test object is configured to be located within the semi-transparent dome such that the semi-transparent dome surrounds all sides of the test object ([0070] FIG. 4, diffused light such as a dome light used to inspect transparent packaging; [0107], Indirect light 408 emitted by a dome illumination source 405; [0111] Illuminating a target 550 with a backlight 506 may produce a silhouette of the target 550 with respect to the camera 560. The machine vision system 500 may utilize the silhouette to enable, for example, high-accuracy transparent target detection. The machine vision system 500 may enable detecting a level of, for example, transparent liquid within a transparent or semi-transparent container. The backlight illuminator 506 may silhouette a shape of the target 550 using the light 551 passing through the target 550); wherein an inner surface of the semi-transparent dome has a matte finish ([0063] Some considerations when choosing lighting for use in machine vision systems may include: (1) is the surface flat, slightly bumpy or very bumpy; (2) is the surface matte or shiny; (3) is the object curved or flat; (4) what is the color of the barcode or mark; and (5) are moving parts or stationary objects being inspected? Choosing optimal lighting for a machine vision system is one aspect to success of the machine vision system, and should be a consideration when setting up the machine vision system). PNG media_image3.png 348 583 media_image3.png Greyscale Therefore, it would have been obvious to one ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of the test object within dome as taught by Pinter ([0107]) into the imaging system of Fitzgerald in order to avoid missing, damaged and/or incorrect contents in cells of blister packages, ensuring quality of finished goods (Pinter, [0070]). Fitzgerald does not explicitly disclose wherein the semi-transparent dome includes a dome portion wherein the dome portion is spaced from a back surface of the test object; wherein the back surface is opposite a front surface. Forutanpour discloses wherein the semi-transparent dome includes a dome portion wherein the dome portion is spaced from a back surface of the test object; wherein the back surface is opposite a front surface ([0029], FIG. 2Bl [0034]-[0035], FIGS. 3A-3C, flipping the mobile phone 210 when the inspection tray 212 is in so that the front side of the phone is facing downwardly toward the inspection tray 212 to perform a visual inspection of the back side of the mobile phone using the same imaging systems that were used to inspect the front side of the mobile phone 210). PNG media_image4.png 414 602 media_image4.png Greyscale Therefore, it would have been obvious to one ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of the test object within dome as taught by Forutanpour ([0029]) into the imaging system of Fitzgerald & Pinter in order to provide a system with feature eliminates the need to place the mobile phone 210 on a transparent surface and provide cameras below the transparent surface to visually inspect the back side (which can also be referred to as a back surface or back face of the mobile phone) of the mobile phone 210. In addition to saving cost, this feature can also save space and reduce the size of the kiosk 100e and more reliable (Forutanpour, [0029]). Regarding Claim 5, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 1, Pinter discloses wherein the semi-transparent dome has an approximately half-cylindrical geometry with two openings, one of the two openings providing a field of view for a first of the plurality of cameras (Pinter: [0107], indirect light emitted by a dome illumination source 405 from various directions. Since soft diffuse light may be applied uniformly over a target 450 with, for example, an irregular shape, surface conditions of the target 450 may be uniform, making contrast of inspection points clear. With direct reflection 751b, as a contrast, print may not be detected because of glare on the package. With dome illumination 405, glare may be effectively eliminated by evenly illuminating the surface of the target 450, allowing the print to appear with high contrast). The same reason or rational of obviousness motivation applied as used above in claim 1. Regarding Claim 6, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 1, Fitzgerald discloses the system of claim 6,comprising: a plurality of lights ([0121], FIGS. 9-13, mobile device 800 is externally illuminated by a light source, such as an LED light strip, by selectively changing the colors of the lights to illuminate the mobile device and enhance crack detection and analysis and lighting effects are applied; [0133], FIGS. 14, 15; [0140] Figs. 14-15A show structures for multi-sided image capture; and even including alignment in Fig. 17, steps 1720-1725; edge detection in Fig. 18, step 1815). PNG media_image5.png 468 529 media_image5.png Greyscale Pinter also teaches a semi-transparent dome; wherein a test object is configured to be located within the semi-transparent dome such that the semi-transparent dome surrounds all sides of the test object ([0070] FIG. 4, diffused). The same reason or rational of obviousness motivation applied as used above in claim 1. Regarding Claim 7, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 6, Fitzgerald discloses the system of claim 6,wherein the first of the plurality of lights is configured to be enabled to capture a first view of the test object ([0067] FIGS. 1I-1J, a top cover 220D that includes a one-way mirror. One-way mirrors are also known in the art as two-way mirrors, one-way glasses, half-silvered mirrors, or semi-transparent mirrors. Such implementation provides a reciprocal mirror that appears reflective on one side, such as a bottom side (providing reflective surface 215) and transparent at the other side, such as a top side as may be seen by an observer viewing 243 mobile devices 800 from a position above the top cover 220D). Regarding Claim 8, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 7, Fitzgerald discloses wherein the first plurality of lights is configured to be disabled and the second of the plurality of lights is configured to be enabled to capture the first view of the test object ([0121], FIGS. 9-13, mobile device 800 is externally illuminated by a light source, such as an LED light strip, by selectively changing the colors of the lights to illuminate the mobile device and enhance crack detection and analysis and lighting effects are applied; [0133], FIGS. 14, 15 ). Regarding Claim 9, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 6, Fitzgerald discloses wherein the plurality of lights are light emitting diodes (LEDs) ([0121], FIGS. 9-13, mobile device 800 is externally illuminated by a light source, such as an LED light strip, by selectively changing the colors of the lights to illuminate the mobile device and enhance crack detection and analysis and lighting effects are applied; [0123] FIGS. 9-14 show images taken with various light combinations to see the effects of different lighting and absence of lighting; [0133], FIGS. 14, 15 ). Regarding Claim 10, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 1, Fitzgerald discloses wherein the dome has a geometry corresponding to a geometry of the test object ([0061], FIG. 1, accept insertion 251 of the mobile device 800 assisting with aligning placement of the mobile device 800 on the fixturing platform through alignment fiducials 225 that comprises a box or other polygon, raised ridges or lit areas to guide the user with optimal placement of the mobile device 800; [0133], the device under test could be in motion, and could be transferred down a conveyer belt and take its own image as it moves along the belt); Regarding Claim 11 Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 1, Fitzgerald discloses comprising a display, wherein the processing device is further configured to display the cosmetic grade of the test object ([0126] During the diagnostics and image capture process, instead of flashing up a white screen, embodiments could display a colored screen to look for stuck or dead pixels and may take multiple images. Further black backgrounds on the display of the mobile device potentially for stuck pixels or any type of damage and capturing multiple images with different background colors being displayed on the mobile device 800 may enhance the ability to detect additional defects). Regarding Claim 12 Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 1, Fitzgerald discloses wherein the test object is a smartphone ([0061] FIG. 1 shows a schematic representation of an embodiment of the present invention. A test fixture 200 provides a platform for automated testing of display 1400 and/or housing of a mobile device 800. The test jig includes a fixturing platform 205 with optional alignment guides 225 that assist with placement of the mobile device 800). Claims 2-4 and 13-19 are rejected under 35 U.S.C. 103 as being unpatentable over Fitzgerald et al. (US 20210116392 A1, hereinafter Fitzgerald) in view of Pinter et al. (US 20210299879 A1 hereinafter Pinter), Forutanpour (US 20060180775 A1) and VanTassell et al. (US 10419054 B1 hereinafter VanTassell ) Regarding Claim 2-4, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 1, However, Fitzgerald in view of Pinter and Forutanpour does not explicitly disclose wherein the dome is white in color, or the dome has a light transmission rate of from 0.6% to 1.6% or wherein the dome is made of polyvinylchloride, VanTassell teaches dome is white in color, or the dome has a light transmission rate of from 0.6% to 1.6% or wherein the dome is made of polyvinylchloride (Col. 8. l. 62 to col, 9, l. 6 , (61), the holder 10d and/or the medallion comprises squat dome 158 affixed to the exterior surface or exterior side 46 of the hub 34. The squat dome 158 forming the domed or semi-spherical exterior surface comprising a polyurethane dome which is translucent or transparent; Col. 9, ll. 51-66, (65) transparent, or at least translucent, so that the surface of the exterior side 46 or exterior surface of the hub 34 can be visible through the dome 158, that is laminated (non-porous) substrate, including: polypropylene (PP), polyvinyl chloride (PVC)). It also notoriously know that Polyvinyl Chloride (PVC) is one of the most commonly used thermoplastic polymers worldwide that naturally white in color as well as its inherent light transmission rate. Furthermore, the teaching of the prior art of the dome is made of polyvinylchloride is one of very well-known techniques in the art. A person of ordinary skill in the art would have recognized that applying the known technique of the dome is made of polyvinylchloride would have yielded predictable results of improving quality testing the defective object. Therefore, it would have been obvious to one ordinary skill in the art before the effective filing date of the claimed invention to modify the teachings of the dome is made of polyvinylchloride as taught by VanTassell (Col. 9, ll. 51-66 ) into the imaging system of Fitzgerald in view of Pinter in order to provide predictable results of improving quality testing the defective object by making use of inherent character tics of Polyvinyl Chloride (PVC). Regarding Claim 13, system claim 13 of using the corresponding method claimed in claims 1 & 3-5, and the rejections of which are incorporated herein for the same reasons of obviousness as used above. Regarding Claim 14, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 13, Pinter discloses wherein the dome comprises a matte interior surface (Pinter: [0063] Some considerations when choosing lighting for use in machine vision systems may include: (1) is the surface flat, slightly bumpy or very bumpy; (2) is the surface matte or shiny; (3) is the object curved or flat; (4) what is the color of the barcode or mark; and (5) are moving parts or stationary objects being inspected? Choosing optimal lighting for a machine vision system is one aspect to success of the machine vision system, and should be a consideration when setting up the machine vision system). The same reason or rational of obviousness motivation applied as used above in claim 1. Regarding Claim 15, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 13, Fitzgerald discloses wherein a curvature of the dome matches a curvature of the computing device ([0145], contours comprise defined curves joining all the continuous points (along the boundary), having same color or intensity in an image. As contours are a useful tool for shape analysis and object detection and recognition, they may be used to assist in identification of the area of the captured image corresponding to the mobile device's display 1400) Regarding Claim 16, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 13, Fitzgerald discloses comprising three cameras oriented orthogonally to each other ([0133], a multi-camera setup such as the illustrations of FIGS. 14, 15, and 15A may be used to capture multiple images and angles of the mobile device (and potentially build a 3-D model of the exterior view of the mobile device) Regarding Claim 17, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 13, Fitzgerald discloses wherein two of the plurality of cameras are oriented perpendicularly to each other and oriented to capture images in a same plane ([0133], a multi-camera setup such as the illustrations of FIGS. 14, 15, and 15A may be used to capture multiple images and angles of the mobile device (and potentially build a 3-D model of the exterior view of the mobile device) PNG media_image6.png 466 417 media_image6.png Greyscale Regarding Claim 18, Fitzgerald in view of Pinter and Forutanpour discloses the system of claim 13, Fitzgerald discloses plurality lights arranged outside the ([0121], FIGS. 9-13, mobile device 800 is externally illuminated by a light source, such as an LED light strip, by selectively changing the colors of the lights to illuminate the mobile device and enhance crack detection and analysis and lighting effects are applied; [0133], FIGS. 14, 15; [0140] Figs. 14-15A show structures for multi-sided image capture; and even including alignment in Fig. 17, steps 1720-1725; edge detection in Fig. 18, step 1815 ). PNG media_image7.png 663 575 media_image7.png Greyscale Regarding Claim 19, Analogous rejection as the rejection of Claim 18 applies. 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 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 Samuel D Fereja whose telephone number is (469)295-9243. The examiner can normally be reached 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, DAVID CZEKAJ can be reached at (571) 272-7327. 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. /SAMUEL D FEREJA/Primary Examiner, Art Unit 2487
Read full office action

Prosecution Timeline

Feb 09, 2024
Application Filed
Sep 13, 2024
Non-Final Rejection — §103, §DP
Dec 16, 2024
Response Filed
Mar 03, 2025
Final Rejection — §103, §DP
May 06, 2025
Response after Non-Final Action
Jun 06, 2025
Request for Continued Examination
Jun 12, 2025
Response after Non-Final Action
Sep 14, 2025
Non-Final Rejection — §103, §DP
Dec 17, 2025
Response Filed
Mar 18, 2026
Final Rejection — §103, §DP (current)

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Prosecution Projections

5-6
Expected OA Rounds
75%
Grant Probability
86%
With Interview (+11.8%)
2y 8m
Median Time to Grant
High
PTA Risk
Based on 614 resolved cases by this examiner. Grant probability derived from career allow rate.

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