ML Research Wiki / Benchmarks / Gesture Recognition / DVS128 Gesture

DVS128 Gesture

Gesture Recognition Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Accuracy (%)

Top Performing Models

Rank Model Paper Accuracy (%) Date Code
1 TENNs-PLEIADES TENNs-PLEIADES: Building Temporal Kernels with Orthogonal Polynomials 100.00 2024-05-20 📦 peabrane/pleiades
2 EGRU 📚 Efficient recurrent architectures through activity sparsity and sparse back-propagation through time 97.80 2022-06-13 📦 khaleelkhan/evnn
3 AlexNet+LSTM 📚 Temporal Binary Representation for Event-Based Action Recognition 97.73 2020-10-18 📦 francescoareoluci/tbr-event-object-detection
4 S-TLLR S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks 97.72 2023-06-27 📦 mapolinario94/s-tllr
5 Event-SSM Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models 97.70 2024-04-29 📦 Efficient-Scalable-Machine-Learning/event-ssm
6 STL-SNN A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks 97.22 2022-06-10 📦 sunhongze/STL-SNN
7 OTTT Online Training Through Time for Spiking Neural Networks 96.88 2022-10-09 📦 pkuxmq/ottt-snn
8 STS-ResNet Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction 96.70 2020-03-27 📦 aa-samad/conv_snn
9 LERT-Transformer Large ALERT-Transformer: Bridging Asynchronous and Synchronous Machine Learning for Real-Time Event-based Spatio-Temporal Data 96.20 2024-02-02 -
10 DVSNet Hardware/Software co-design with ADC-Less In-memory Computing Hardware for Spiking Neural Networks 95.15 2022-11-03 -

All Papers (12)

peabrane/pleiades
khaleelkhan/evnn
francescoareoluci/tbr-event-object-detection
mapolinario94/s-tllr
Efficient-Scalable-Machine-Learning/event-ssm
sunhongze/STL-SNN
pkuxmq/ottt-snn
aa-samad/conv_snn
hewh16/SNNs-RNNs