Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation

14 October 2021

Youngeun Kim

Papers citing "Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation"

35 / 35 papers shown

Title
TDFormer: A Top-Down Attention-Controlled Spiking Transformer Zizheng Zhu Yingchao Yu Zeqi Zheng Zhaofei Yu Yaochu Jin 46 0 0 17 May 2025
Federated Learning with Spiking Neural Networks Yeshwanth Venkatesha Youngeun Kim Leandros Tassiulas Priyadarshini Panda FedML 37 48 0 11 Jun 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals Youngeun Kim Priyadarshini Panda AAML FAtt 56 47 0 26 Mar 2021
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 65 173 0 05 Oct 2020
Event-Based Backpropagation can compute Exact Gradients for Spiking Neural Networks Timo C. Wunderlich Christian Pehle 47 119 0 17 Sep 2020
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks Nitin Rathi Kaushik Roy 45 134 0 09 Aug 2020
Neuromorphic Nearest-Neighbor Search Using Intel's Pohoiki Springs E. P. Frady Garrick Orchard David Florey N. Imam Ruokun Liu Joyesh Mishra Jonathan Tse Andreas Wild Friedrich T. Sommer Mike Davies 27 45 0 27 Apr 2020
T2FSNN: Deep Spiking Neural Networks with Time-to-first-spike Coding Seongsik Park Seijoon Kim Byunggook Na Sungroh Yoon 53 122 0 26 Mar 2020
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network Bing Han G. Srinivasan Kaushik Roy 43 311 0 25 Feb 2020
CNN-based Semantic Segmentation using Level Set Loss Youngeun Kim Seunghyeon Kim Taekyung Kim Changick Kim SSeg 110 57 0 02 Oct 2019
Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function: Learning with Backpropagation Iulia Comsa Krzysztof Potempa Luca Versari T. Fischbacher Andrea Gesmundo J. Alakuijala 53 177 0 30 Jul 2019
A Survey of Autonomous Driving: Common Practices and Emerging Technologies Ekim Yurtsever Jacob Lambert Alexander Carballo K. Takeda 79 1,362 0 12 Jun 2019
Spiking-YOLO: Spiking Neural Network for Energy-Efficient Object Detection Seijoon Kim Seongsik Park Byunggook Na Sungroh Yoon ObjD 36 412 0 12 Mar 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 67 1,224 0 28 Jan 2019
EV-SegNet: Semantic Segmentation for Event-based Cameras Inigo Alonso Ana C. Murillo 83 138 0 29 Nov 2018
Context Encoding for Semantic Segmentation Hang Zhang Kristin J. Dana Jianping Shi Zhongyue Zhang Xiaogang Wang A. Tyagi Amit Agrawal SSeg 77 1,245 0 23 Mar 2018
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 64 997 0 07 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 131 13,051 0 07 Feb 2018
DDD17: End-To-End DAVIS Driving Dataset Jonathan Binas Daniel Neil Shih-Chii Liu T. Delbruck 54 186 0 04 Nov 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 46 1,012 0 08 Jun 2017
Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art J. Janai Fatma Guney Aseem Behl Andreas Geiger 55 792 0 18 Apr 2017
Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze Yu-hsin Chen Tien-Ju Yang J. Emer AAML 3DV 94 3,002 0 27 Mar 2017
RESPARC: A Reconfigurable and Energy-Efficient Architecture with Memristive Crossbars for Deep Spiking Neural Networks Aayush Ankit Abhronil Sengupta Priyadarshini Panda Kaushik Roy 38 99 0 20 Feb 2017
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 234 2,835 0 20 Nov 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 64 940 0 31 Aug 2016
Supervised learning based on temporal coding in spiking neural networks Hesham Mostafa 55 354 0 27 Jun 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 128 6,483 0 21 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 177 18,136 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 310 37,704 0 20 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.2K 76,547 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 168 4,166 0 17 May 2015
Fast R-CNN Ross B. Girshick ObjD 275 24,976 0 30 Apr 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 298 43,154 0 11 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 920 99,991 0 04 Sep 2014