Axon Enterprise, Inc. et al. v. Airspace Systems, Inc. - IPR2025-00629

EX2038 Curriculum Vitae of June Munford

EX2039 Vanhoucke, Vincent, Andrew Senior, and Mark Z. Mao. "Improving the speed of neural networks on CPUs." Proc. deep learning and unsupervised feature learning NIPS workshop. Vol. 1. (2011)

EX2040 Intel, Intel® Instruction Set Extensions Technology, Support Knowledge Base

EX2041 Raman, Srinivas K., Vladimir Pentkovski, and Jagannath Keshava. "Implementing streaming SIMD extensions on the Pentium III processor." IEEE micro 20.4 (2000): 47-57

EX2042 Suleiman, Amr, et al. “Towards Closing the Energy Gap Between HOG and CNN Features for Embedded Vision.” arXiv:1703.05853, arXiv, 17 Mar. 2017. arXiv.org

EX2043 Ullah, Md Bahar. "CPU based YOLO: A real time object detection algorithm." 2020 IEEE region 10 symposium (TENSYMP). IEEE (2020)

EX2044 Hollemans, Matthijs, Real-time object detection with YOLO (2017)

EX2045 Fang, Wei, Lin Wang, and Peiming Ren. "Tinier-YOLO: A real-time object detection method for constrained environments." Ieee Access 8 (2019): 1935-1944

EX2046 Ren, Shaoqing, et al. “Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks.” arXiv:1506.01497, arXiv, 6 Jan. 2016

EX2047 Yang, Tianyu, and Antoni B. Chan. "Recurrent filter learning for visual tracking." Proceedings of the IEEE international conference on computer vision workshops (2017)

EX2048 Srivastava, Nitish, et al. "Dropout: a simple way to prevent neural networks from overfitting." The journal of machine learning research 15.1 (2014): 1929-1958

EX2049 Nakano, Reiichiro Christian S., et al. "Implementation of an artificial neural network in recognizing in-flight quadrotor images." TENCON 2015-2015 IEEE Region 10 Conference. IEEE (2015)

EX2050 Zhengj, Zejia, and Juyang Weng. "Mobile device based outdoor navigation with on-line learning neural network: A comparison with convolutional neural network." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (2016)

EX2051 Wong, Alexander, et al. "Yolo nano: A highly compact you only look once convolutional neural network for object detection. arxiv 2019." arXiv preprint arXiv:1910.01271 10 (2019)

EX2052 Apte, Maneesh, Simar Mangat, and Priyanka Sekhar. "YOLO Net on iOS." CS231n. Stanford University (2017)

EX2053 Jain, Vaibhav, and Dinesh Patel. "A GPU based implementation of robust face detection system." Procedia Computer Science 87 (2016): 156-163

EX2054 Lu, Yongyi, Cewu Lu, and Chi-Keung Tang. "Online video object detection using association LSTM." Proceedings of the IEEE international conference on computer vision (2017)

EX2055 Apaza-Agüero, Karl, Luciano Silva, and O. R. Bellon. "Mesh segmentation with connecting parts for 3D object prototyping." 2015 IEEE International Conference on Image Processing (ICIP) (2015)

EX2056 Watanabe, Kouki, and Alexander G. Belyaev. "Detection of salient curvature features on polygonal surfaces." Computer Graphics Forum. Vol. 20. No. 3. Oxford, UK and Boston, USA: Blackwell Publishers Ltd (2001)

EX2057 Dalal, Navneet, and Bill Triggs. "Histograms of oriented gradients for human detection." 2005 IEEE computer society conference on computer vision and pattern recognition (CVPR'05). Vol. 1. IEEE (2005)

EX2058 Nvidia, GeForce GTX Titan X Specifications

EX2059 Nvidia, CUDA

EX2060 Excerpts of Mohri, Mehryar, Afshin Rostamizadeh, and Ameet Talwalkar. Foundations of machine learning. MIT press (2018)

EX2061 Redmon, Joseph, et al. “You Only Look Once: Unified, Real-Time Object Detection.” arXiv:1506.02640, arXiv, 9 May 2016

EX2062 Iandola, Forrest N., et al. “SqueezeNet: AlexNet-Level Accuracy with 50x Fewer Parameters and <0.5MB Model Size.”

EX2063 Vanhoucke, Vincent, Andrew Senior, and Mark Z. Mao. "Improving the speed of neural networks on CPUs."

EX2064 Intel, Intel® Instruction Set Extensions Technology, Support Knowledge Base

EX2065 A library catalog MARC record for IEEE Micro, available from Penn State University Library

EX2066 Raman, Srinivas K., Vladimir Pentkovski, and Jagannath Keshava. "Implementing streaming SIMD extensions on the Pentium III processor."

EX2067 A library catalog MARC record for Proceedings of 2017 International Symposium on Circuits and Systems, available from Penn State University Library

EX2068 Suleiman, Amr, et al. “Towards Closing the Energy Gap Between HOG and CNN Features for Embedded Vision,” Proceedings of 2017 International Symposium on Circuits and Systems, as sourced from the Penn State University Library’s collection

EX2069 A library catalog MARC record for Proceedings of the 2020 IEEE Region 10 Symposium, available from Penn State University Library

EX2070 Ullah, Md Bahar. "CPU based YOLO: A real time object detection algorithm." 2020 IEEE region 10 symposium (TENSYMP). IEEE (2020), as sourced from the Penn State University Library’s collection

EX2071 Hollemans, Matthijs, Real-time object detection with YOLO (2017)

EX2072 A library catalog MARC record for IEEE Access, available from Penn State University Library

EX2073 Fang, Wei, Lin Wang, and Peiming Ren. "Tinier-YOLO: A real-time object detection method for constrained environments." Ieee Access 8 (2019): 1935-1944, as sourced from the Penn State University Library’s collection

EX2074 A library catalog MARC record for IEEE Transactions on Pattern Analysis and Machine Intelligence, available from Penn State University Library

EX2075 Ren, Shaoqing, et al. “Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks,” IEEE Transactions on Pattern Analysis and Machine Intelligence, as sourced from the Penn State University Library’s collection

EX2076 A library catalog MARC record for Proceedings of the IEEE International Conference on Computer Vision Workshops, available from Penn State University Library

EX2077 Yang, Tianyu, and Antoni B. Chan. "Recurrent filter learning for visual tracking." Proceedings of the IEEE international conference on computer vision workshops (2017), as sourced from the Penn State University Library’s collection

EX2078 A library catalog MARC record for Journal of Machine Learning Research, available from Penn State University Library

EX2079 Srivastava, Nitish, et al. "Dropout: a simple way to prevent neural networks from overfitting." The journal of machine learning research 15.1 (2014): 1929-1958, as sourced from the Penn State University Library’s collection

EX2080 A library catalog MARC record for Proceedings of the IEEE Region Ten Conference, available from Penn State University Library

EX2081 Nakano, Reiichiro Christian S., et al. "Implementation of an artificial neural network in recognizing in-flight quadrotor images." TENCON 2015-2015 IEEE Region 10 Conference. IEEE (2015), as sourced from the Penn State University Library’s collection

EX2082 A library catalog MARC record for Proceedings of the IEEE Conference on Computer Vision Workshops, available from Penn State University Library

EX2083 Zheng, Zejia, and Juyang Weng. "Mobile device based outdoor navigation with on-line learning neural network: A comparison with convolutional neural network." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (2016), as sourced from the Penn State University Library’s collection

EX2084 A library catalog MARC record for Proceedings of the 5th Workshop on Energy Efficient Machine Learning and Cognitive Computing, available from Penn State University Library

EX2085 Wong, Alexander, et al. "Yolo nano: A highly compact you only look once convolutional neural network for object detection. 2019," Proceedings of the 5th Workshop on Energy Efficient Machine Learning and Cognitive Computing

EX2086 Apte, Maneesh, Simar Mangat, and Priyanka Sekhar. "YOLO Net on iOS." CS231n. Stanford University (2017)

EX2087 A library catalog MARC record for Procedia Computer Science, available from Penn State University Library

EX2088 Jain, Vaibhav, and Dinesh Patel. "A GPU based implementation of robust face detection system." Procedia Computer Science 87 (2016): 156-163, as sourced from the Penn State University Library’s collection

EX2089 A library catalog MARC record for Proceedings of the 2017 IEEE International Conference on Computer Vision, available from Penn State University Library

EX2090 Lu, Yongyi, Cewu Lu, and Chi-Keung Tang. "Online video object detection using association LSTM." Proceedings of the IEEE international conference on computer vision (2017), as sourced from the Penn State University Library’s collection

EX2091 A library catalog MARC record for Proceedings of 2015 IEEE International Conference on Image Processing, available from Penn State University Library

EX2092 Apaza-Agüero, Karl, Luciano Silva, and O. R. Bellon. "Mesh segmentation with connecting parts for 3D object prototyping." 2015 IEEE International Conference on Image Processing (ICIP) (2015), as sourced from the Penn State University Library’s collection

EX2093 A library catalog MARC record for Computer Graphics Forum, available from Penn State University Library

EX2094 Watanabe, Kouki, and Alexander G. Belyaev. "Detection of salient curvature features on polygonal surfaces." Computer Graphics Forum. Vol. 20. No. 3. Oxford, UK and Boston, USA: Blackwell Publishers Ltd (2001), as sourced from the Penn State University Library’s collection

EX2095 A library catalog MARC record for Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, available from Penn State University Library

EX2096 Dalal, Navneet, and Bill Triggs. "Histograms of oriented gradients for human detection." 2005 IEEE computer society conference on computer vision and pattern recognition (CVPR'05)

EX2097 Nvidia, GeForce GTX Titan X Specifications

EX2098 Nvidia, CUDA

EX2099 A library catalog MARC record for Foundations of Machine Learning, available from Penn State University Library

EX2100 Selections from Mohri, Mehryar, Afshin Rostamizadeh, and Ameet Talwalkar. Foundations of machine learning. MIT press (2018)

EX2101 Redmon, Joseph, et al. “You Only Look Once: Unified, Real-Time Object Detection”

EX2102 Iandola, Forrest N., et al. “SqueezeNet: AlexNet-Level Accuracy with 50x Fewer Parameters and <0.5MB Model Size”

EX2103 Shi, Xingjian, et al. “Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting”

EX2104 Hu, Wen-Shuai, et al. “Spatial-Spectral Feature Extraction via Deep Conv LSTM Neural Networks for Hyperspectral Image Classification.” IEEE Transactions on Geoscience and Remote Sensing. Volume 58, Issue 6 (June 2020)

EX2105 Shi, Xingjian, et al. “Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting.”

EX2106 Hu, Wen-Shuai, et al. “Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification.”

EX2036 Declaration of Nikolaos Papanikolopoulos, Ph.D. in Support of Reply to Opposition to Revised Motion to Amend

EX2037 Declaration of June Munford

Patent Owner Reply to Opposition to Revised Motion to Amend

EX2107 U.S. Patent App. Ser. No. 62/261,260

Patent Owner's Notice of Deposition of Dr. William Singhose

Petitioners' Opposition to Patent Owner’s Contingent In-Part and Non Contingent In-Part Revised Motion to Amend

EX1039 - Third Singhose declaration - 711 Patent

EX1040 - Hall Ellis CV

EXPUNGED

Order: 2d Revised Scheduling Order

Ex. 3003

Patent Owner's Updated Mandatory Notices

Patent Owner Corrected Sur-Reply

Revised Scheduling Order

Ex. 3002

Order: Denying Authorization to File Motion to Strike 37 C.F.R. secs. 42.20b, 42.5a

Petitioners' Request for Oral Argument

Patent Owner's Request for Oral Argument

Ex. 3001

Patent Owner's Contingent-In-Part and Non-Contingent In-Part Revised Motion to Amend

EXPUNGED

EXPUNGED

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Transcript of Deposition of Dr. Singhose (Apr. 15, 2026)

E. Biediger and W. Singhose, "Formation Flying Satellite Control Utilizing Input Shaping," in AIAA/AAS Astrodynamics Specialist Conf., Big Sky, Montana (2003)

EXPUNGED

Revised Motion to Amend (Corrected)

Petitioners' Updated Mandatory Notices

Petitioners' Power of Attorney - Skydio '711

Notice: PRELIMINARY GUIDANCE PATENT OWNER’S MOTION TO AMEND 37 C.F.R. § 42.121(e)

Airspace Defense, Inc.'s Power of Attorney Pursuant to 37 C.F.R. Section 42.10(b)

Airspace Defense, Inc.'s Updated Mandatory Notices Pursuant to 37 C.F.R. Section 42.8

Patent Owner Notice of Dep

Petitioner's Opposition to Patent Owner's Contingent-In-Part and Non-Contingent-In-Part Motion to Amend

EX1030 - Second Singhose dec - 711 Patent

EX1031 - Definition of autonomous

EX1032 - Definition of autopilot

EX1033 - 711 deposition transcript

EX1034 - Ning US9760806B1

EX1035 - Park

EX1036 - Redmon

EX1037 - Hall Ellis declaration

EX1038 - 199 deposition transcript

Petitioner's Reply to Patent Owner's Response

Petitioners' Updated Mandatory Notices

Petitioners' Notice of Deposition of Dr. Nikolaos Papanikolopoulos

Airspace Defense, Inc.'s Mandatory Notices Pursuant to 37 C.F.R. Section 42.8

Airspace Defense, Inc.'s Power of Attorney Pursuant to 37 C.F.R. Section 42.10(b)

Petitioners’ Objections to PO’s Evidence Submitted with PO’s Response and Contingent-In-Part and Non-Contingent In-Part MTA

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EX2019 U.S. Patent App. No. 16/142,452 (from which U.S. Patent No. 10,514,711 issued), as filed (the “’452 App.”)

EX2020 Streaming, Definition of Streaming by Merriam-Webster (2016)

EX2021 Streaming definition and meaning, Collins English Dictionary (2018)

EX2022 R. Wang et al., “An Effective Image Denoising Method for UAV Images via Improved Generative Adversarial Networks,” Sensors vol. 18(7):1985 (2018), doi:10.3390/s18071985

EX2023 A. Ahmad et al., “Noise and Restoration of UAV Remote Sensing Images.” International Journal of Advanced Computer Science and Applications, vol. 11, no. 12 (2020) doi:10.14569/ijacsa.2020.0111222

EX2024 A. Ahmad et al., “Noise and Restoration of UAV Remote Sensing Images.” International Journal of Advanced Computer Science and Applications, vol. 11, no. 12 (2020) doi:10.14569/ijacsa.2020.0111222

Patent Owner's Response (Corrected)

Patent Owner's Contingent-In-Part and Non-Contingent In-Part Motion to Amend (Corrected)

EX2025 Declaration of Nikolaos Papanikolopoulos, PH.D.

DECISION Granting Institution of Inter Partes Review 35 U.S.C. § 314

SCHEDULING ORDER 37 C.F.R. § 42.5

Motion to Seal

EX2001 - DoD Contract

EX2002 - Smithsonian Ltr

EX2003 - Yang Article

EX2004 - Ji Presentation

EX2005 - EOL-Doppler

EX2006 - UIUC-Doppler

EX2007 - iPhone-1

EX2008 - iPhone-2

EX2009 - Android-1

EX2010 - Android-2

EX2011 - Merriam Dict

EX2012 - Cambridge Dict

EX2013 - Moore Decl

EX2014 - Airspace Interceptor

EX2015 - Smithsonian Donation

EX2016 - Roger Connor

EX2017 - Smithsonian Collections

EX2018 - Protective Order

Ltr re Labeled Exhibits

Revised List of Exhibits

Patent Owner Ack of Protective Order

Patent Owner Preliminary Response

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Notice: Referral to Board Panel

Petitioners' Updated Mandatory Notices 05-29-25

Petitioners' Updated Exhibit List 05-29-25

EX1029 - IPR2025-00629 Stipulation

Notice: Notice filing date accorded

Petitioners' Updated Mandatory Notices

2025-02-25_Patent_Owner_Mandatory_Notices_IPR2025-00629_(711_Pat)

2025-02-25_Patent_Owner_Power_of_Attorney_(711_Pat)

EX1001 - US Patent 10514711

EX1002 - File History for US Patent 10514711

EX1004 - Complaint

EX1005 - Pierce US20170160751A1

EX1006 - Pierce provisional

EX1007 - Kumar US20170161911A1

EX1008 - Kumar provisional

EX1009 - Beard US9769387B1

EX1010 - Laufer US20170059692A1

EX1011 - Cavote US8874283

EX1012 - Laufer MD12

EX1013 - Laufer report

EX1014 - US20030143524A1

EX1015 - Parent US Provisional Patent App. 62405972 filed October 9 2016

EX1016 - Quadrotor_Dynamics_GNC07

EX1017 - DJI S1000+_User_Manual_en_v1.4

EX1018 - Excerpts from Control Theory for Humans

EX1019 - Excerpts from Control Systems Engineering

EX1020 - Excerpts from Modern Control Systems

EX1021 - Khan US20120106800A1

EX1022 - Hogasten WO2017123477A1

EX1023 - Hogasten provisional 62277186

EX1024 - Malecki US20130301905A1

EX1025 - Sahasrabudhe US20120004844A1

EX1026 - Claim listing

EX1027 - 2005_SimaticVS72x_Spectation

EX1028 - Command Limiting in Reconfigurable Flight Control

EX1003 - Singhose declaration

Petition for Inter Partes Review of Claims 1-20 of Patent No. 0,514,711

Petitioners' Power of Attorney - Axon and Dedrone

Petitioners' Power of Attorney - Skydio