Gesture Recognition on DVS128-Gesture (test)
98.8AccuracyLiu et al.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Liu et al.Async. events=false2024.04 | 98.8 | — | — | |
| She et al.Async. events=false, Num params=1.1 M2024.04 | 98 | — | — | |
| GETInput Type=Token, Params (M)=4.52023.10 | 97.9 | — | — | |
| CNN+EGRU+DAhidden dim=795, parameters=4.8 M, effective MAC=80.6 M, Data Augmentation (DA)=true2022.06 | 97.8 | 76.4 | 72.3 | |
| Subramoney et al.Async. events=false, Num params=4.8 M2024.04 | 97.8 | — | — | |
| CNN + S5Processing=time-frames, Async. events=false, Num params=6.8 M2024.04 | 97.8 | — | — | |
| AlexNet+LSTM+DAhidden dim=256, parameters=8.3 M, effective MAC=601.3 M, Data Augmentation (DA)=true2022.06 | 97.7 | — | — | |
| Event-SSMAsync. events=true, Num params=0.8 M + 4.2 M2024.04 | 97.7 | — | — | |
| PLIFInput Type=Spike, Params (M)=1.72023.10 | 97.6 | — | — | |
| BPTTNetwork structure=8-layer CNN (PLIF, BN), Time steps=202022.10 | 97.57 | — | — | |
| CNN+GRU+DAhidden dim=136, parameters=2.1 M, effective MAC=79.1 M, Data Augmentation (DA)=true2022.06 | 97.4 | 0 | — | |
| LongSpike#Params=3.0M2026.06 | 97.4 | — | — | |
| CNN + S5Processing=event-frames, Async. events=false, Num params=6.8 M2024.04 | 97.3 | — | — | |
| EGRU+DAhidden dim=1024, parameters=15.7 M, effective MAC=3.2 M, Data Augmentation (DA)=true2022.06 | 97.1 | 78.8 | 58.2 | |
| SpikingSSM#Params=3.0M2026.06 | 97.1 | — | — | |
| Xiao et al.Async. events=false2024.04 | 96.9 | — | — | |
| BPTTNetwork structure=8-layer CNN (LIF, BN), Time steps=202022.10 | 96.88 | — | — | |
| BPTTNetwork structure=VGG (SWS), Time steps=202022.10 | 96.88 | — | — | |
| OTTT_ANetwork structure=VGG (SWS), Time steps=202022.10 | 96.88 | — | — | |
| TOREInput Type=Tore, Params (M)=5.92023.10 | 96.2 | — | — | |
| EvTInput Type=Token, Params (M)=0.52023.10 | 96.2 | — | — | |
| Martin-Turrero et al.Async. events=false, Num params=14 M2024.04 | 96.2 | — | — | |
| PointNet++Input Type=Clouds, Params (M)=3.52023.10 | 95.3 | — | — | |
| Yousefzadeh et al.Async. events=false, Num params=1.2 M2024.04 | 95.2 | — | — | |
| GRU+DAhidden dim=1024, parameters=15.7 M, effective MAC=10.6 M, Data Augmentation (DA)=true2022.06 | 95.1 | 0 | — | |
| Martin-Turrero et al.Async. events=true, Num params=14 M2024.04 | 94.1 | — | — | |
| Nested-TInput Type=Token, Params (M)=4.22023.10 | 93.8 | — | — | |
| SLAYERInput Type=Spike2023.10 | 93.6 | — | — | |
| Swin-T v2Input Type=Token, Params (M)=7.12023.10 | 93.2 | — | — | |
| GRUhidden dim=1024, parameters=15.7 M, effective MAC=10.6 M, Data Augmentation (DA)=false2022.06 | 88.1 | 0 | — | |
| EGRUhidden dim=512, parameters=5.5 M, effective MAC=0.98 M, Data Augmentation (DA)=false2022.06 | 88 | 83.8 | 46.8 | |
| LSTMhidden dim=512, parameters=7.4 M, effective MAC=3.9 M, Data Augmentation (DA)=false2022.06 | 86.8 | — | — |