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STDP-based spiking deep convolutional neural networks for object recognition
4 November 2016
Saeed Reza Kheradpisheh
M. Ganjtabesh
S. Thorpe
T. Masquelier
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Papers citing
"STDP-based spiking deep convolutional neural networks for object recognition"
50 / 74 papers shown
Catwalk: Unary Top-K for Efficient Ramp-No-Leak Neuron Design for Temporal Neural Networks
IEEE Computer Society Annual Symposium on VLSI (VLSI), 2025
Devon Lister
P. Vellaisamy
J. Shen
Di Wu
MQ
112
2
0
28 Aug 2025
Hardware-Aware Fine-Tuning of Spiking Q-Networks on the SpiNNaker2 Neuromorphic Platform
Sirine Arfa
Bernhard Vogginger
Christian Mayr
140
0
0
31 Jul 2025
Fractional-order spike-timing-dependent gradient descent for multi-layer spiking neural networks
Yi Yang
Richard M. Voyles
Haiyan H. Zhang
Robert A. Nawrocki
223
10
0
20 Oct 2024
Towards Biologically Plausible Computing: A Comprehensive Comparison
Changze Lv
Yufei Gu
Wenhao Liu
Zhibo Xu
Yixin Wu
...
Changze Lv
Jianhao Zhu
Cenyuan Zhang
Zixuan Ling
Xiaoqing Zheng
303
4
0
23 Jun 2024
Free-Space Optical Spiking Neural Network
Reyhane Ahmadi
Amirreza Ahmadnejad
S. Koohi
175
4
0
08 Nov 2023
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence
Science Advances (Sci Adv), 2023
Wei Fang
Yanqing Chen
Jianhao Ding
Zhaofei Yu
T. Masquelier
Ding Chen
Liwei Huang
Huihui Zhou
Guoqi Li
Yonghong Tian
352
423
0
25 Oct 2023
Advanced Efficient Strategy for Detection of Dark Objects Based on Spiking Network with Multi-Box Detection
Muna. H. Ali
Baoqun Yin
Hazrat Bilal
Aakash Kumar
Ali Muhammad Shaikh
Avinash Rohra
ObjD
284
63
0
10 Oct 2023
Paired Competing Neurons Improving STDP Supervised Local Learning In Spiking Neural Networks
Frontiers in Neuroscience (Front. Neurosci.), 2023
Gaspard Goupy
Pierre Tirilly
Ioan Marius Bilasco
338
9
0
04 Aug 2023
High-performance deep spiking neural networks with 0.3 spikes per neuron
Nature Communications (Nat. Commun.), 2023
A. Stanojević
Stanislaw Wo'zniak
G. Bellec
G. Cherubini
A. Pantazi
W. Gerstner
385
57
0
14 Jun 2023
Meta-Learning in Spiking Neural Networks with Reward-Modulated STDP
Neurocomputing (Neurocomputing), 2023
Arsham Gholamzadeh Khoee
Alireza Javaheri
Saeed Reza Kheradpisheh
M. Ganjtabesh
OOD
257
13
0
07 Jun 2023
Constructing Deep Spiking Neural Networks from Artificial Neural Networks with Knowledge Distillation
Computer Vision and Pattern Recognition (CVPR), 2023
Qi Xu
Yaxin Li
Jiangrong Shen
Jian K. Liu
Huajin Tang
Gang Pan
436
99
0
12 Apr 2023
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks
Neural Networks (Neural Netw.), 2023
Mingqing Xiao
Qingyan Meng
Zongpeng Zhang
Yisen Wang
Zhouchen Lin
334
17
0
01 Feb 2023
In-Sensor & Neuromorphic Computing are all you need for Energy Efficient Computer Vision
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Gourav Datta
Zeyu Liu
Md. Abdullah-Al Kaiser
Souvik Kundu
Joe Mathai
Zihan Yin
Ajey P. Jacob
Akhilesh R. Jaiswal
Peter A. Beerel
245
15
0
21 Dec 2022
Models Developed for Spiking Neural Networks
MethodsX (MethodsX), 2022
Shahriar Rezghi Shirsavar
A. Vahabie
M. Dehaqani
230
7
0
08 Dec 2022
Desire Backpropagation: A Lightweight Training Algorithm for Multi-Layer Spiking Neural Networks based on Spike-Timing-Dependent Plasticity
Neurocomputing (Neurocomputing), 2022
Daniel Gerlinghoff
Yaoyu Zhang
Rick Siow Mong Goh
Weng-Fai Wong
331
5
0
10 Nov 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking
Di Zhang
Tao Zhang
Shuqing Jiang
Yanan Han
Yahui Zhang
Chenyang Du
Xingxing Guo
Licun Yu
Yue-chun Shi
Yue Hao
206
19
0
24 Sep 2022
An Unsupervised STDP-based Spiking Neural Network Inspired By Biologically Plausible Learning Rules and Connections
Neural Networks (NN), 2022
Yiting Dong
Dongcheng Zhao
Yang Li
Yi Zeng
SSL
209
60
0
06 Jul 2022
Linear Leaky-Integrate-and-Fire Neuron Model Based Spiking Neural Networks and Its Mapping Relationship to Deep Neural Networks
Frontiers in Neuroscience (Front. Neurosci.), 2022
Si-wei Lu
Fengyi Xu
165
39
0
31 May 2022
Implementing Online Reinforcement Learning with Temporal Neural Networks
James E. Smith
AI4CE
45
6
0
11 Apr 2022
Voltage-Dependent Synaptic Plasticity (VDSP): Unsupervised probabilistic Hebbian plasticity rule based on neurons membrane potential
Frontiers in Neuroscience (Front. Neurosci.), 2022
Nikhil Garg
Ismael Balafrej
T. Stewart
J. Portal
M. Bocquet
D. Querlioz
Dominique Drouin
Jean Rouat
Y. Beilliard
Fabien Alibart
370
16
0
21 Mar 2022
An STDP-Based Supervised Learning Algorithm for Spiking Neural Networks
International Conference on Neural Information Processing (ICONIP), 2017
Zhan Hu
Tao Wang
Xiaolin Hu
170
12
0
07 Mar 2022
Efficient Training of Spiking Neural Networks with Temporally-Truncated Local Backpropagation through Time
Wenzhe Guo
M. Fouda
A. Eltawil
K. Salama
178
19
0
13 Dec 2021
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision
German Conference on Pattern Recognition (DAGM), 2021
Alexander Kugele
Thomas Pfeil
Michael Pfeiffer
Elisabetta Chicca
249
49
0
06 Dec 2021
Continuous learning of spiking networks trained with local rules
D. Antonov
K. Sviatov
S. Sukhov
157
17
0
18 Nov 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks
Guobin Shen
Dongcheng Zhao
Yi Zeng
284
63
0
17 Oct 2021
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2021
Ling Liang
Zheng Qu
Zhaodong Chen
Fengbin Tu
Yujie Wu
Lei Deng
Guoqi Li
Peng Li
Yuan Xie
223
32
0
25 Jul 2021
SpikePropamine: Differentiable Plasticity in Spiking Neural Networks
Frontiers in Neurorobotics (FN), 2021
Samuel Schmidgall
Julia Ashkanazy
W. Lawson
Joe Hays
190
10
0
04 Jun 2021
Characterization of Generalizability of Spike Timing Dependent Plasticity trained Spiking Neural Networks
Frontiers in Neuroscience (Front. Neurosci.), 2021
Biswadeep Chakraborty
Saibal Mukhopadhyay
276
18
0
31 May 2021
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks
Nature Machine Intelligence (Nat. Mach. Intell.), 2021
Bojian Yin
Federico Corradi
S. Bohté
333
285
0
12 Mar 2021
A Temporal Neural Network Architecture for Online Learning
J. E. Smith
203
15
0
27 Nov 2020
Connection Pruning for Deep Spiking Neural Networks with On-Chip Learning
International Conference on Systems (ICONS), 2020
Thao N. N. Nguyen
B. Veeravalli
Xuanyao Fong
259
18
0
09 Oct 2020
Improving Self-Organizing Maps with Unsupervised Feature Extraction
International Conference on Neural Information Processing (ICONIP), 2020
Lyes Khacef
Laurent Rodriguez
Benoit Miramond
SSL
DRL
142
16
0
04 Sep 2020
Supervised Learning with First-to-Spike Decoding in Multilayer Spiking Neural Networks
Brian Gardner
André Grüning
123
5
0
16 Aug 2020
BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning
Neural Processing Letters (NPL), 2020
Saeed Reza Kheradpisheh
M. Mirsadeghi
T. Masquelier
MQ
AI4CE
302
87
0
08 Jul 2020
Hardware Implementation of Spiking Neural Networks Using Time-To-First-Spike Encoding
Seongbin Oh
D. Kwon
Gyuho Yeom
Won-Mook Kang
Soochang Lee
S. Woo
Jaehyeon Kim
Min Kyu Park
Jong-Ho Lee
250
23
0
09 Jun 2020
Learning Precise Spike Timings with Eligibility Traces
Manuel Traub
Martin Volker Butz
R. Baayen
S. Otte
163
4
0
08 May 2020
Spiking Neural Networks Hardware Implementations and Challenges: a Survey
ACM Journal on Emerging Technologies in Computing Systems (JETC), 2019
Maxence Bouvier
A. Valentian
T. Mesquida
F. Rummens
M. Reyboz
Elisa Vianello
E. Beigné
295
135
0
04 May 2020
Continuous Learning in a Single-Incremental-Task Scenario with Spike Features
International Conference on Systems (ICONS), 2020
Ruthvik Vaila
John N. Chiasson
V. Saxena
CLL
309
5
0
03 May 2020
A Neuromorphic Paradigm for Online Unsupervised Clustering
James E. Smith
156
8
0
25 Apr 2020
Brain-inspired self-organization with cellular neuromorphic computing for multimodal unsupervised learning
Lyes Khacef
Laurent Rodriguez
Benoit Miramond
270
19
0
11 Apr 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction
Neural Processing Letters (NPL), 2020
Alireza Samadzadeh
Fatemeh Sadat Tabatabaei Far
Ali Javadi
A. Nickabadi
M. Chehreghani
330
68
0
27 Mar 2020
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks
Malu Zhang
Jiadong Wang
Burin Amornpaisannon
Zhixuan Zhang
VPK Miriyala
...
Hong Qu
Jibin Wu
Yansong Chua
Trevor E. Carlson
Haizhou Li
265
22
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26 Mar 2020
Visual Question Answering for Cultural Heritage
P. Bongini
Federico Becattini
Andrew D. Bagdanov
Marco Bertini
897
29
0
22 Mar 2020
Fast and energy-efficient neuromorphic deep learning with first-spike times
Nature Machine Intelligence (NMI), 2019
Julian Goltz
Laura Kriener
A. Baumbach
Sebastian Billaudelle
O. Breitwieser
...
Á. F. Kungl
Walter Senn
Johannes Schemmel
K. Meier
Mihai A. Petrovici
684
154
0
24 Dec 2019
(Newtonian) Space-Time Algebra
James E. Smith
225
7
0
20 Dec 2019
High-parallelism Inception-like Spiking Neural Networks for Unsupervised Feature Learning
Mingyuan Meng
Xingyu Yang
Lei Bi
Jinman Kim
Shanlin Xiao
Zhiyi Yu
461
20
0
02 Dec 2019
Technical report: supervised training of convolutional spiking neural networks with PyTorch
Romain Zimmer
Thomas Pellegrini
S. Singh
T. Masquelier
195
34
0
22 Nov 2019
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron
International Journal of Neural Systems (IJNS), 2019
Saeed Reza Kheradpisheh
T. Masquelier
291
206
0
21 Oct 2019
Design Space Exploration of Hardware Spiking Neurons for Embedded Artificial Intelligence
Neural Networks (NN), 2019
Nassim Abderrahmane
E. Lemaire
Benoit Miramond
266
46
0
01 Oct 2019
NatCSNN: A Convolutional Spiking Neural Network for recognition of objects extracted from natural images
International Conference on Artificial Neural Networks (ICANN), 2019
Pedro Machado
Georgina Cosma
T. McGinnity
139
5
0
18 Sep 2019
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