Caption Health, Inc. et al. vs. University of British Columbia
Explore the PTAB proceeding IPR2025-01422 filed by Caption Health, Inc. et al. on 2025-08-15. This includes filing dates, application numbers, tech centers, patent numbers, and current case status.
Proceeding Overview
Proceeding Number
IPR2025-01422
Filing Date
2025-08-15
Accorded Filing Date
2025-08-15
Institution Decision Date
2026-02-03
Last Modified Date
2026-09-01
Proceeding Type
IPR
Termination Date
—
Trial Status
Trial Instituted
Parties & Counsel
Petitioner
Caption Health, Inc. et al.
Represented By
Metzcar, Jeffreyet alPatent Owner / Respondent
University of British Columbia
Represented By
Kaiser, Jessicaet alTribunal & Venue
Tribunal
Patent Trial and Appeal Board (USPTO)
Technology Center
TC 2600 - Communications
Patent Information
Address and Attorney/Agent Information
Power of Attorney & Correspondence
Attorney / Agent Information
| Reg # | Name | Phone |
|---|---|---|
| 31291 | Joseph Re | 949-760-0404 |
| 31430 | Craig Summers | 949-760-0404 |
| 32297 | Edward Schlatter | 949-760-0404 |
| 34115 | Daniel Altman | 949-760-0404 |
| 34362 | John King | 949-760-0404 |
| 35556 | Stephen Jensen | 949-760-0404 |
| 36516 | Michael Fuller | 858-707-4000 |
| 37688 | Steven Nataupsky | 949-760-0404 |
| 37924 | Raimond Salenieks | 858-707-4000 |
| 39287 | Joseph Mallon | 858-707-4000 |
| 39901 | Neil Bartfeld | 858-707-4202 |
| 40574 | Maria Anderson | 206-405-2000 |
| 40664 | Joseph Jennings | 949-760-0404 |
| 41371 | David Weiss | 310-551-3450 |
| 41394 | Adeel Akhtar | 415-954-4114 |
| 42610 | John Grover | 949-760-0404 |
| 43622 | Mark Gallagher | 949-760-0404 |
| 43745 | Sabing Lee | 949-760-0404 |
| 43878 | Joseph Reisman | 858-707-4000 |
| 44087 | Paul Conover | 949-760-0404 |
| 44328 | Melanie Seelig | 206-405-2000 |
| 45664 | Eric Furman | 858-707-4000 |
| 46206 | Mauricio Uribe | 206-405-2000 |
| 46547 | Matthew Bellinger | 949-760-0404 |
| 47677 | Bruce Itchkawitz | 949-760-0404 |
| 48877 | Curtis Huffmire | 949-760-0404 |
| 51212 | Andrew Douglas | 949-760-0404 |
| 51240 | Linda Liu | 949-760-0404 |
| 51241 | James Herkenhoff | 6503282844 |
| 51754 | Christy Green | 949-760-0404 |
| 51922 | Irfan Lateef | 949-721-7672 |
| 52082 | Perry Oldham | 949-721-2961 |
| 53018 | Gregory Hermanson | 858-707-4000 |
| 53084 | Mark Kachner | 310-551-3450 |
| 53102 | Benjamin Katzenellenbogen | (617) 499-6200 |
| 53317 | Andrew Merickel | 415-954-4114 |
| 53428 | Yichuan Pan | 858-707-4000 |
| 53658 | Sheila Swaroop | 949-760-0404 |
| 54198 | Russell Jeide | 949-760-0404 |
| 54511 | Josue Villalta | 949-760-0404 |
| 54618 | Karen Lenker | 949-760-0404 |
| 55030 | Cheryl Burgess | 949-721-2935 |
| 55036 | Ted Cannon | 949-760-0404 |
| 55310 | Agnes Juang | 949-760-0404 |
| 55634 | Raymond Smith | 949-760-0404 |
| 56553 | Lauren Keller | 949-721-6365 |
| 57046 | Jarom Kesler | 949-760-0404 |
| 57505 | Michael Christensen | 949-760-0404 |
| 57571 | Maria Stout | 858-707-4000 |
| 57871 | Mark Marsden | 858-707-4000 |
| 58474 | Jared Bunker | 949-760-0404 |
| 58621 | Ryan Melnick | 858-707-4000 |
| 58855 | Andrew Kimmel | 949-760-0404 |
| 59362 | Lincoln Essig | 202-640-6400 |
| 59406 | David Trossen | 415-954-4114 |
| 59856 | Terry Tullis | 949-760-0404 |
| 60295 | Brenden Gingrich | 858-707-4000 |
| 60934 | Christopher Ross | 949-760-0404 |
| 61224 | Carol Pitzel Cruz | 206-405-2000 |
| 61513 | Colin Heideman | 206-405-2000 |
| 61546 | Theodore Papagiannis | 949-760-0404 |
| 61557 | Nicholas Zovko | 949-760-0404 |
| 61569 | Qian Dai | 858-707-4000 |
| 61595 | Susan Natland | 949-760-0404 |
| 61749 | Kimberly Miller | 858-707-4000 |
| 61805 | Jason Jardine | 858-707-4000 |
| 62027 | Aaron Davis | 415-954-4114 |
| 62280 | Ian Gillies | 858-707-4000 |
| 62676 | Philip Nelson | 949-760-0404 |
| 62933 | Christie Matthaei | 206-405-2000 |
| 63035 | Kregg Koch | 310-551-3450 |
| 63051 | Brian Claassen | 949-760-0404 |
| 63106 | Chang Lim | 949-760-0404 |
| 63160 | Nathanael Luman | 858-836-9000 |
| 63635 | Alan Laquer | 949-760-0404 |
| 63934 | Jeffery Hallstrom | 949-760-0404 |
| 64096 | Joshua Stowell | 949-760-9562 |
| 64420 | Jason Swartz | 609/734-6888 |
| 64970 | Morgan Coates | 949-760-0404 |
| 65026 | Devanie Dufour | 202-640-6400 |
| 65066 | Scott Cromar | 949-721-2812 |
| 65157 | Laura Hall | 949-721-7686 |
| 65290 | Sean Ambrosius | 949-760-0404 |
| 65562 | Derek Dailey | 858-707-4000 |
| 65614 | Shannon Lam | 949-760-0404 |
| 65642 | Andrea Cheek | 202-640-6400 |
| 65994 | Marko Zoretic | 949-760-0404 |
| 66152 | Lance Smemoe | 949-760-0404 |
| 66226 | Derek Bayles | 949-760-0404 |
| 66385 | Joan Chan | 949-760-0404 |
| 66766 | Andrew Lloyd | 949-760-0404 |
| 67249 | Kyu Min | 415-954-4114 |
| 67720 | Salima Merani | 949-760-0404 |
| 67824 | Hochan Song | 949-760-0404 |
| 67884 | Jonathan Bachand | 202-640-6400 |
| 68005 | Vikas Bhargava | 949-760-0404 |
| 68069 | Vladislav Teplitskiy | 949-721-5308 |
| 68287 | Paul Stellman | 415-954-4114 |
| 68306 | William Adams | 949-760-0404 |
| 68316 | Jason Champion | 949-760-0404 |
| 68329 | Daniel Gibson | 949-760-0404 |
| 68430 | Vladimir Lozan | 949-721-2828 |
| 68578 | Thomas Cowan | 858-707-4000 |
| 68587 | Viswanathan Lakshmanan | 415-954-4114 |
| 69133 | Stephen Larson | 949-760-0404 |
| 69282 | Heungsoo Choi | 858-707-4000 |
| 70224 | Robert Hilton | 858-707-4000 |
| 70256 | Damien Howard | 949-760-0404 |
| 70367 | Adam Powell | 650-752-1100 |
| 70451 | Mark Rubinshtein | 858-707-4000 |
| 70611 | Karen Marie Cassidy | 949-721-5302 |
| 70780 | Bryan Mcwhorter | 206-405-2000 |
| 71099 | Justin Gillett | 949-760-0404 |
| 71587 | Hans Mayer | 949-760-0404 |
| 71679 | Daniel Kamkar | 858-707-4180 |
| 71691 | Makoto Tsunozaki | 415-954-4114 |
| 71933 | Jordan Gottdank | 858-707-4000 |
| 72423 | Brian Graham | 415-814-6161 |
| 72722 | Peter Law | 858-707-4243 |
| 73097 | Harnik Shukla | 949-760-0404 |
| 73126 | David Schmidt | 949-721-6386 |
| 74164 | Aaron Johnson | 949-395-4097 |
| 74752 | Aryeh Feinstein | 202-640-6408 |
| 74897 | Douglas Wentzel | 856-285-4688 |
| 74907 | Dominic Filice | 650-849-3061 |
| 75143 | Michelle Ziperstein | 310-407-3475 |
| 75150 | Clayton Henson | 858-707-4000 |
| 75231 | Paul Spiel | 206-405-2032 |
| 75319 | Alexander Martinez | 949-760-0404 |
| 75684 | Jessica Achtsam | 949-760-0404 |
| 75686 | Jeremy Anapol | 949-721-2806 |
| 75717 | Jeremy Carney | 949-760-0404 |
| 75733 | Katherine Mcmorrow | 310-407-3460 |
| 75805 | Brian Barnes | 949-721-5242 |
| 76047 | Inzer Ni | 212-849-3044 |
| 76130 | Tyler Cox | 415-217-3516 |
| 76238 | Mitchell Hadley | 212-849-3013 |
| 76314 | David Cohen | 949-760-0404 |
| 76416 | Spencer Carter | 949-760-0404 |
| 76592 | Daniel Hughes | 858-707-4000 |
| 76821 | Charles Choi | 718-807-5825 |
| 77014 | Justin Culbertson | 202-640-6400 |
| 77396 | Paige Radtke | 949-760-0404 |
| 77474 | Alistair Mcintyre | 858-707-4102 |
| 77499 | Samuel Cockriel | 949-760-0404 |
| 77806 | Nathan Reeves | 206-405-2000 |
| 77839 | Zachary Messick | 858-707-4000 |
| 78415 | Rhett Ramsey | 949-721-2932 |
| 78566 | Douglas Crandell | 858-707-4253 |
| 78620 | Brian Flynn | 858-707-4187 |
| 78677 | Kurt Jacobs | 949-721-2994 |
| 79031 | Christopher Lewis | 202-640-6433 |
| 79046 | Xiaoyan Wang | 949-760-0404 |
| 79108 | Lindsay Laddaran | 949-721-2893 |
| 79142 | Paige Cappelli | 202-640-6409 |
| 79146 | Serah Friedman | 310-825-1097 |
| 79242 | Joshua Martineau | 212-849-3000 |
| 79325 | Luke Holbrook | 949-721-2929 |
| 79474 | Yi-Ju Chen | 858-707-4000 |
| 79477 | Ryan Newell | 949-760-0404 |
| 79610 | Jose Martin Del Campo | 949-721-5340 |
| 79631 | Daniel Kiang | 949-760-0404 |
| 79683 | Eric Abada | 415-217-3515 |
| 79744 | Erin Cardinal | 202-640-6417 |
| 79750 | Daniel Mittelstein | 949-760-0404 |
| 79783 | Janet Allendorph | 858-707-4000 |
| 79806 | Charles Sirek | 949-760-0404 |
| 800049 | Po-An Chen | 949-721-2835 |
| 800099 | Jae Jin Lee | 212-849-3022 |
| 800104 | Rory Lootsma | 949-760-0404 |
| 800106 | Baiyu Zhu | 215-268-3871 |
| 800110 | Geetha Durairaj | 949-760-0404 |
| 80143 | Tomohisa Fujiwara | 858-707-4210 |
| 80189 | Michael Salamy | 858-225-3683 |
| 80326 | Ashley Morales | 858-707-4022 |
| 80584 | Zachary Grinovich | 949-760-0404 |
| 80623 | Gregory Munchinsky | 858-707-4000 |
| 80915 | Susan Janicki | 946-760-0404 |
| 80919 | Emmett Litvak | 91-124-280-6101 |
| 81154 | Dylan Kramer | 949-721-7679 |
| 81223 | Phillip Minnick | 858-707-4000 |
| 81514 | Ryan Freedman | 516-307-6947 |
| 81554 | Harper Beasley | 858-707-4014 |
| 81694 | Oren Rosenberg | 949-721-2928 |
| 81756 | Sophia Zahn | 914-792-8066 |
| 81888 | Justin Theam | 949-760-0404 |
| 81919 | Richard Witas | 120-264-06415 |
| 82102 | Jordan Deorio | 949-721-2840 |
| 82117 | Purna Chandrasekhar | 908-391-4940 |
| 82306 | Kathryn Mccarthy | 949-760-0404 |
| 82380 | Arash Pia | 949-721-5276 |
| 82485 | Mason Whisnant | 212-849-3060 |
| 82505 | James Raleigh | 121-284-93063 |
| 82574 | Bailey Arenberg | 949-760-0404 |
| 82614 | Zachary Greenberg | 347-266-1025 |
| 82708 | Jaeyoung Choi | 949-721-2810 |
| 82852 | Jacob Etling | 724-757-6817 |
| 82890 | Ningxi Sun | 858-707-4110 |
| 82901 | Cesar Estrada | 949-760-0404 |
| 82924 | Matthew Whitehead | 206-405-2041 |
| 83014 | Shawn Hickey | 206-405-2000 |
| 83062 | Sashank Krothapally | 415-217-8380 |
| 83091 | Shloka Raghavan | 858-707-4000 |
| 83096 | Kelsey Weinman | 949-760-0404 |
| 83166 | Raymond Lu | 969-760-2852 |
| 83383 | Jamal Perry | 212-849-3030 |
| L1081 | Stacy Rush | 646-575-6066 |
Proceeding Documents
152Patent Owner's Objections to Petitioner's Evidence OTHER
Petitioner’s Reply to Patent Owner's Response to Petition REPLYTOOPP
Ex1049 Lampinen Distortion tolerant pattern recognition based on self-organizing feature extraction Exhibit
Ex1046 Supplemental Declaration of Dr. Rahul Deo Exhibit
Ex1058 Ning Toward Automatic Phenotyping Exhibit
Ex1054 2022 Vidal Memo Exhibit
Ex1045 Jain ArtificialNeuralNetworksATutorial Exhibit
Ex1051 Becker_Unsupervised_neural_network Learning Procedures for Feature Extraction and Classification Exhibit
Ex1055 2025 Stewart Memo Exhibit
Ex1044 Oivind Due Trier Feature Extraction Methods Exhibit
Ex1060 Sonka Depo Transcript Exhibit
Ex1048 Silverman Segmentation of ultrasonic images with neural networks Exhibit
Ex1053 Donahue Exhibit
Ex1057 Hasegawa Shift Invarient Neural Network Lung Segmentation Exhibit
Ex1059 LeCun Gradient-based-learning-applied-to-document-recognition Exhibit
Ex1050 Boskovitz An_adaptive_neuro_fuzzy_system_for_automatic image segmentation Exhibit
Ex1052 Mao Artificial_neural_networks_for_feature_extraction_and_multivariate_data_projection Exhibit
Ex1056 Pham Current Methods In Image Segmentation Exhibit
Ex1047 Egmont Image Processing with Neural Networks Exhibit
Petitioner's Updated Mandatory Notices NOTICE
Joint Stipulation to Extend Due Dates OTHER
• Petitioner’s Notice of Deposition of Milan Sonka NOTICE
EX2055 - Novel indices for left-ventricular dyssynchrony characterization based on highly automated segmentation from real-time 3-d echocardiography Exhibit
EX2053 - Caption Health v. Univ. of British Columbia, IPR2025-01066, Paper 15 (Institution Decision) (Dec. 19, 2025) Exhibit
EX2035 [CORRECTED]: Krizhevsky Exhibit
EX2051 - Deposition Transcript of Dr. Rahul Deo (Session I) (April 17, 2026) Exhibit
Patent Owner's Response RESPONSE
EX2065 - 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Exhibit
EX2059 - Tissue characterization in intravascular ultrasound images Exhibit
EX2058 - Computer-aided diagnosis via model-based shape analysis: automated classification of wall motion abnormalities in echocardiograms Exhibit
EX2063 - U-Net: Convolutional networks for biomedical image segmentation Exhibit
EX2057 - Plaque development, vessel curvature, and wall shear stress in coronary arteries assessed by X-ray angiography and intravascular ultrasound Exhibit
EX2056 - IVUS-based assessment of 3D morphology and virtual histology: prediction of atherosclerotic plaque status and changes Exhibit
EX2066 - nnU-Net: Self-adapting Framework for U-Net- Based Medical Image Segmentation Exhibit
EX2067 - nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation Exhibit
EX2060 - Advances in Modern Clinical Ultrasound Exhibit
EX2036 [CORRECTED: Zhang Exhibit
EX2049 - Declaration of Dr. Milan Sonka Exhibit
EX2052 - Deposition Transcript of Dr. Rahul Deo (Session II) (April 17, 2026) Exhibit
EX2054 - Predicting Locations of High-Risk Plaques in Coronary Arteries in Patients Receiving Statin Therapy Exhibit
EX2062 - Medical Image Analysis Exhibit
EX2064 - V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Exhibit
EX2061 - ImageNet Large Scale Visual Recognition Competition 2012 (ILSVRC2012) Exhibit
EX2050 - Curriculum vitae of Dr. Milan Sonka Exhibit
Joint Stipulation to Extend Due Dates OTHER
Patent Owner's Notice of Deposition NOTICE
SCHEDULING ORDER ORDER
Institution Decision: Grant DECISION
ORDER Granting Petitioner’s Motions for Admission Pro Hac Vice of Marla R. Butler and William E. Manske 37 C.F.R. § 42.10 ORDER
Director Discretionary Decision: Refer RESPONSE
Director Discretionary Decision: Refer RESPONSE
EX2048 - Defendants’ Claim Construction Brief (Dkt. 94) Exhibit
Patent Owner's Supplemental Brief for Discretionary Denial OTHER
EX2046 - November 25, 2025 Email from Tina Williams Exhibit
EX2047 - Plaintiff UBC’s Opening Claim Construction Brief, Redacted Version (Dkt. 92) Exhibit
Petitioner's Supplemental Opposition to Patent Owner's Request for Discretionary Denial OTHER
EX2038 - Geoffrey Hinton, The Nobel Prize Exhibit
EX2037 - Ghada Zamzmi, et al., Harnessing Machine Intelligence in Automatic Echocardiogram Analysis: Current Status, Limitations, and Future Directions Exhibit
EX2045 - Japanese Patent App. No. 2021 to 572915 Notice of Reasons for Refusal dated Nov. 24, 2022 Exhibit
EX2035 - Krizhevsky, Sutskever, and Hinton, ImageNet classification with deep convolutional neural networks (“AlexNet”) Exhibit
Ex1032 2024-05-28 (1) UBC's Complaint for Patent Infringement Exhibit
Ex1036 Order Denying Motion to Stay and Granting Motion to Seal, Case No. 5-24-cv-03200-EKL, Dkt. 80 Exhibit
Petitioner's Opposition to Patent Owner's Request for Discretionary Denial RESPONSE
EX2042 - U.S. Patent No. 12,369,883 Exhibit
EX2039 - Press release, The Nobel Prize Exhibit
Ex1042 Lorentzon, Feature Extraction for Image Selection Using Machine Learning Exhibit
Ex1039 2025-10-10 (ECF. 87-3) Exhibit C -- Contested Claim Constructions Exhibit
Ex1037 IPR2025-01066 Paper 13 - Director Discretionary Decision to Refer Exhibit
EX2041 - App. No. 16/146,770 Non-Final Rejection dated June 2, 2020 Exhibit
Ex1038 UBC's 1st Suppl Obj and Resp to Defendants' 1st Set of Rogs (Nos 1-3) (Excerpted and Redacted) Exhibit
EX2044 - Japanese Patent No. 7,284,298 Exhibit
Patent Owner's Preliminary Response POPR
EX2040 - U.S. Patent No. 10,878,311 Exhibit
Ex1033 Order Granting Plaintiff's Motion for Leave to Amend, Case No. 5-24-cv-03200-EKL, Dkt. 74 Exhibit
Ex1035 Scheduling Order, Case No. 5-24-cv-03200-EKL, Dkt. 82 Exhibit
Ex1043 Kumar, G. et al., A Detailed Review of Feature Extraction in Image Processing Systems 2014 Exhibit
Ex1034 Case Management and Scheduling Order, Case No. 5-24-cv-03200-EKL, Dkt. 39 Exhibit
EX2036 - Zhang, Lipton, Li, and Smola, Dive into Deep Learning, Chapter 8.1 Deep Convolution Neural Networks (AlexNet), Exhibit
EX2043 - App. No. 18/431,566 Non-Final Rejection dated May 10, 2024 Exhibit
EX2017 - Defendant Caption Health’s Responses to UBC’s Third Set of Requests for Production to Defendant Caption Health Exhibit
EX2009 - Order Denying Motion to Stay and Granting Motion to Seal Exhibit
EX2020 - Plaintiff UBC’s Motion for Leave to Amend Infringement Contentions Exhibit
EX2008 - Defendants’ Notice of Motion and Motion to Stay Case Pending Inter Partes Review Exhibit
EX2018 - Joint Statement regarding Discovery Dispute Over Plaintiff's Amended Infringement Contentions Exhibit
EX2025 - Joint Claim Construction and Prehearing Statement Exhibit
EX2010 - Order Setting Initial Case Management Conference & ADR Deadlines Exhibit
EX2029 - UBC's Supplemental Preliminary Claim Constructions Exhibit
EX2016 - Defendant GE Healthcare’s Responses to UBC’s Third Set of Requests for Production to Defendant GE Healthcare Exhibit
EX2015 - UBC’s Objections and Responses to Defendants’ Second Set of Requests for Production of Documents and Things Exhibit
EX2032 - U.S. Pub. No. US2019/0266716 Exhibit
EX2012 - Decl. of Dorianne Salmon in Support of UBC’s Opp. to Defendants’ Motion to Stay Pending IPR Exhibit
EX2024 - Defendants’ Amended and Supplemented Proposed Claim Terms Exhibit
EX2033 - U.S. Pub. No. US2009/0088640 Exhibit
EX2014 - Exhibit E to Infringement Contentions Exhibit
EX2019 - Administrative Motion Regarding Case Schedule and Motion to Stay Exhibit
EX2021 - Order Granting Plaintiff’s Motion for Leave to Amend Infringement Contentions Exhibit
EX2023 - UBC’s list of claim terms Exhibit
EX2026 - Scheduling Order Exhibit
EX2005 - Non-Final Rejection, App. No. 16/146770 Exhibit
EX2001 - Complaint Exhibit
EX2002 - Decision Referring the Petition to the Board Exhibit
EX2027 - UBC’s Additional Proposed Terms for Construction Exhibit
Patent Owner's Brief for Discretionary Denial RESPONSE
EX2028 - Defendants' Additional Proposed Terms for Construction Exhibit
EX2013 - Appendix A to Defendants’ First Amended Invalidity Contentions Exhibit
EX2003 - GE HealthCare Techs. Inc. Corporate Structure Tree Exhibit
EX2031 - Amended Supplemental Joint Claim Construction and Prehearing Statement Exhibit
EX2011 - Defendants’ First Amended Invalidity Contentions Exhibit
EX2022 - Civil Minutes Exhibit
EX2004 - GE HealthCare Techs. Inc. Corporate Family Report Exhibit
EX2007 - Ex. C to Joint Amended and Supplemented Claim Construction and Prehearing Statement Exhibit
EX2006 - Non-Final Rejection, App. No. 17/558271 Exhibit
EX2034 - ’029 Patent Grants Spreadsheet Exhibit
EX2030 - Defendants' Supplemental Preliminary Claim Constructions Exhibit
Petitioner's Motion for Pro Hac Vice Admission of Marla Butler MOTION
Ex1031 Declaration of William Manske in Support of Motion for Pro Hac Vice Exhibit
Petitioner's Sotera Stipulation OTHER
Ex1030 Declaration of Marla Butler in Support of Motion for Pro Hac Vice Exhibit
Petitioner's Motion for Pro Hac Vice Admission of William Manske MOTION
Notice: Power of Attorney NOTICE
Notice: Mandatory Notice NOTICE
Notice: Notice filing date accorded NOTICE
Ex1009 Chen, Automatic Fetal Ultrasound Standard Plan Detection Exhibit
Ex1018 U.S. Patent Application Publication No. 20170262982 Exhibit
Ex1006 U.S. Patent Application Publication No. 20190076127 Exhibit
Ex1001 U.S. Patent No. 10,751,029 Exhibit
Notice: Power of Attorney NOTICE
Ex1016 Chen, Standard plane localization in fetal ultrasound Exhibit
Ex1021 Donahue, Long-term Recurrent Convolutional Networks Exhibit
Ex1028 Bouzerdoum, Image quality assessment using a neural network approach Exhibit
Ex1017 Miller, Review of neural network applications in medical imaging Exhibit
Ex1013 Chen, Iterative Multi-domain Regularized Deep Learning Exhibit
Ex1020 González, Echocardiogram Image Recognition Using Neural Networks Exhibit
Ex1024 U.S. Patent Application Publication No. 20090074280 Exhibit
Ex1029 Krizhevsky, ImageNet Classification with Deep Convolutional NNs Exhibit
Ex1015 Joint Claim Construction, Case No. 5-24-cv-03200-EKL, Dkt. 68 Exhibit
Ex1011 First Amended Complaint, Case No. 5-24-cv-03200-EKL, Dkt. 46 Exhibit
Ex1012 Itchhaporia, Artificial Neural Networks Current Status Exhibit
Ex1025 U.S. Patent Application Publication No. 20070055153 Exhibit
Ex1010 Wu, FUIQA Fetal Ultrasound Image Quality Assessment Exhibit
Ex1007 U.S. Patent No. 10,013,640 Exhibit
Ex1023 U.S. Patent No. 5,906,578 Exhibit
Ex1026 Salomon, A score-based method for quality control of fetal images Exhibit
Ex1014 Kong, Recognizing End-Diastole and End-Systole Frames Exhibit
Petition: as filed PETITION
Ex1003 Dr. Deo Curriculum Vitae Exhibit
Ex1008 PCT-WO Patent Application Publication No. 2016189313 Exhibit
Ex1005 U.S. Patent Application Publication No. 20050251013 Exhibit
Ex1004 Prosecution History File of the Patent (App. No. 16-557261) Exhibit
Ex1027 LeCun, Handwritten Digit Recognition with a Back-Propagation Network Exhibit
Ex1022 Caruana, Multitask Learning A Knowledge-Based Source Exhibit
Ex1002 Declaration of Dr. Rahul Deo Exhibit
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