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Event-based Video Reconstruction via Potential-assisted Spiking Neural Network

25 January 2022

Yonghong Tian

Papers citing "Event-based Video Reconstruction via Potential-assisted Spiking Neural Network"

37 / 37 papers shown

Title
V2V: Scaling Event-Based Vision through Efficient Video-to-Voxel Simulation Hanyue Lou Jinxiu Liang Minggui Teng Yi Wang Boxin Shi VGen 76 0 0 22 May 2025
Spiking Neural Network as Adaptive Event Stream Slicer Jiahang Cao Mingyuan Sun Ziqing Wang Hao Cheng Qiang Zhang Shibo Zhou Renjing Xu 111 2 0 03 Oct 2024
Unleashing the Power of CNN and Transformer for Balanced RGB-Event Video Recognition Tianlin Li Yao Rong Shiao Wang Yuan Chen Zhe Wu Bowei Jiang Yonghong Tian Jin Tang ViT 118 3 0 18 Dec 2023
StereoSpike: Depth Learning with a Spiking Neural Network Ulysse Rançon Javier Cuadrado-Anibarro Benoit R. Cottereau T. Masquelier 57 35 0 28 Sep 2021
VisEvent: Reliable Object Tracking via Collaboration of Frame and Event Flows Tianlin Li Jianing Li Lin Zhu Zhipeng Zhang Zhe Chen Xin Li Yaowei Wang Yonghong Tian Feng Wu 73 130 0 11 Aug 2021
Self-Supervised Learning of Event-Based Optical Flow with Spiking Neural Networks J. Hagenaars Federico Paredes-Valles Guido de Croon 65 139 0 03 Jun 2021
SpikeMS: Deep Spiking Neural Network for Motion Segmentation Chethan Parameshwara Simin Li Cornelia Fermuller N. Sanket Matthew Evanusa Yiannis Aloimonos 56 44 0 13 May 2021
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing Zhenzhi Wu Hehui Zhang Yihan Lin Guoqi Li Meng Wang Ye Tang AI4TS 52 104 0 12 Nov 2020
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 69 524 0 29 Oct 2020
Back to Event Basics: Self-Supervised Learning of Image Reconstruction for Event Cameras via Photometric Constancy Federico Paredes-Valles Guido de Croon 79 151 0 17 Sep 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 152 530 0 11 Jul 2020
Event-Based Angular Velocity Regression with Spiking Networks Mathias Gehrig S. Shrestha Daniel Mouritzen Davide Scaramuzza 45 86 0 05 Mar 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 523 42,559 0 03 Dec 2019
A Retina-inspired Sampling Method for Visual Texture Reconstruction Lin Zhu Siwei Dong Tiejun Huang Yonghong Tian 3DH 38 91 0 20 Jul 2019
High Speed and High Dynamic Range Video with an Event Camera Henri Rebecq René Ranftl V. Koltun Davide Scaramuzza 68 587 0 15 Jun 2019
Events-to-Video: Bringing Modern Computer Vision to Event Cameras Henri Rebecq René Ranftl V. Koltun Davide Scaramuzza VGen 85 365 0 17 Apr 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 76 397 0 15 Mar 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 92 1,240 0 28 Jan 2019
Unsupervised Event-based Learning of Optical Flow, Depth, and Egomotion A. Z. Zhu Liangzhe Yuan Kenneth Chaney Kostas Daniilidis MDE 87 537 0 19 Dec 2018
Asynchronous Spatial Image Convolutions for Event Cameras C. Scheerlinck Nick Barnes Robert E. Mahony 67 56 0 02 Dec 2018
Event-based High Dynamic Range Image and Very High Frame Rate Video Generation using Conditional Generative Adversarial Networks Mohammad Mostafavi Lin Wang Yo-Sung Ho Kuk-Jin Yoon VGen GAN 55 206 0 20 Nov 2018
Continuous-time Intensity Estimation Using Event Cameras C. Scheerlinck Nick Barnes Robert E. Mahony 78 203 0 01 Nov 2018
SLAYER: Spike Layer Error Reassignment in Time S. Shrestha Garrick Orchard 59 752 0 05 Sep 2018
Learning Blind Video Temporal Consistency Wei-Sheng Lai Jia-Bin Huang Oliver Wang Eli Shechtman Ersin Yumer Ming-Hsuan Yang 93 368 0 01 Aug 2018
Unsupervised Learning of a Hierarchical Spiking Neural Network for Optical Flow Estimation: From Events to Global Motion Perception Federico Paredes-Valles Kirk Y. W. Scheper Guido C. H. E de Croon 47 156 0 28 Jul 2018
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Yingyezhe Jin Wenrui Zhang Peng Li 48 176 0 21 May 2018
The Multi Vehicle Stereo Event Camera Dataset: An Event Camera Dataset for 3D Perception A. Z. Zhu Dinesh Thakur Tolga Özaslan Bernd Pfrommer Vijay Kumar Kostas Daniilidis 3DV 3DPC 61 470 0 30 Jan 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 379 11,877 0 11 Jan 2018
Spiking Optical Flow for Event-based Sensors Using IBM's TrueNorth Neurosynaptic System G. Haessig A. Cassidy Rodrigo Alvarez R. Benosman Garrick Orchard 50 79 0 26 Oct 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 64 1,025 0 08 Jun 2017
The Event-Camera Dataset and Simulator: Event-based Data for Pose Estimation, Visual Odometry, and SLAM Elias Mueggler Henri Rebecq Guillermo Gallego T. Delbruck Davide Scaramuzza VGen 97 599 0 26 Oct 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 92 945 0 31 Aug 2016
Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation Christian Reinbacher Gottfried Munda Thomas Pock 59 202 0 21 Jul 2016
HFirst: A Temporal Approach to Object Recognition Garrick Orchard Cedric Meyer R. Etienne-Cummings C. Posch N. Thakor R. Benosman 71 280 0 05 Aug 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,341 0 18 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,260 0 22 Dec 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 422 43,777 0 01 May 2014