Gesture Recognition on DVS128 Gesture

Metric: Accuracy (%) (higher is better)

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#	Model↕	Accuracy (%)▼	Extra Data	Paper	Date↕	Code
1	TENNs-PLEIADES	100	No	TENNs-PLEIADES: Building Temporal Kernels with O...	2024-05-20	Code
2	mMND (BPTT)	98	No	-	-	-
3	EGRU	97.8	Yes	Efficient recurrent architectures through activi...	2022-06-13	Code
4	AlexNet+LSTM	97.73	Yes	Temporal Binary Representation for Event-Based A...	2020-10-18	Code
5	S-TLLR	97.72	No	S-TLLR: STDP-inspired Temporal Local Learning Ru...	2023-06-27	Code
6	Event-SSM	97.7	No	Scalable Event-by-event Processing of Neuromorph...	2024-04-29	Code
7	STL-SNN	97.22	No	A Synapse-Threshold Synergistic Learning Approac...	2022-06-10	Code
8	OTTT	96.88	No	Online Training Through Time for Spiking Neural ...	2022-10-09	Code
9	STS-ResNet	96.7	No	Convolutional Spiking Neural Networks for Spatio...	2020-03-27	Code
10	mMND (STDP)	96.6	No	-	-	-
11	LERT-Transformer Large	96.2	No	ALERT-Transformer: Bridging Asynchronous and Syn...	2024-02-02	-
12	DVSNet	95.15	No	Hardware/Software co-design with ADC-Less In-mem...	2022-11-03	-
13	ALERT-Transformer Large	94.1	No	ALERT-Transformer: Bridging Asynchronous and Syn...	2024-02-02	-
14	LSTM	86.81	No	Comparing SNNs and RNNs on Neuromorphic Vision D...	2020-05-02	Code

#1TENNs-PLEIADESSOTA
100
Accuracy (%)· 2024-05-20
TENNs-PLEIADES: Building Temporal Kernels with Orthogonal Polynomials Code
#2mMND (BPTT)
98
Accuracy (%)
No paper
#3EGRUSOTA
97.8
Accuracy (%)· Extra Data· 2022-06-13
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time Code
#4AlexNet+LSTMSOTA
97.73
Accuracy (%)· Extra Data· 2020-10-18
Temporal Binary Representation for Event-Based Action Recognition Code
#5S-TLLR
97.72
Accuracy (%)· 2023-06-27
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks Code
#6Event-SSM
97.7
Accuracy (%)· 2024-04-29
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models Code
#7STL-SNN
97.22
Accuracy (%)· 2022-06-10
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks Code
#8OTTT
96.88
Accuracy (%)· 2022-10-09
Online Training Through Time for Spiking Neural Networks Code
#9STS-ResNetSOTA
96.7
Accuracy (%)· 2020-03-27
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Code
#10mMND (STDP)
96.6
Accuracy (%)
No paper
#11LERT-Transformer Large
96.2
Accuracy (%)· 2024-02-02
ALERT-Transformer: Bridging Asynchronous and Synchronous Machine Learning for Real-Time Event-based Spatio-Temporal Data
#12DVSNet
95.15
Accuracy (%)· 2022-11-03
Hardware/Software co-design with ADC-Less In-memory Computing Hardware for Spiking Neural Networks
#13ALERT-Transformer Large
94.1
Accuracy (%)· 2024-02-02
ALERT-Transformer: Bridging Asynchronous and Synchronous Machine Learning for Real-Time Event-based Spatio-Temporal Data
#14LSTM
86.81
Accuracy (%)· 2020-05-02
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences Code