Event-based Action Recognition on HARDVS
90.1Top-1 AccExACT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ExACT2024.03 | 90.1 | 96.69 | — | — | — | |
| HoloEv-Net-BaseInput Type=Holographic, Backbone=ResNet-18, FLOPs=1.9G, Params=12.5M, Latency=9.6ms2026.02 | 54.69 | 63.56 | — | — | — | |
| MVFNetInput Type=Multi-view, Backbone=ResNet50, FLOPs=32.8G, Params=23.6M, Latency=17.5ms2026.02 | 52.98 | 63.26 | — | — | — | |
| HoloEv-Net-SmallInput Type=Holographic, Backbone=MobileNetV3-Small, FLOPs=0.1G, Params=4.4M, Latency=7.4ms2026.02 | 52.69 | 62.56 | — | — | — | |
| TSM2024.03 | 52.63 | 60.56 | — | — | — | |
| TSMInput Type=Frame, Backbone=ResNet50, FLOPs=1.4G, Params=24.3M, Latency=11.8ms2026.02 | 52.63 | 60.56 | — | — | — | |
| MVF-NetInput Type=Multi-view, Backbone=ResNet34&18, FLOPs=5.6G, Params=33.6M, Latency=13.7ms2026.02 | 52.61 | 61.67 | — | — | — | |
| Video-SwinTrans2024.03 | 51.91 | 59.11 | — | — | — | |
| I3DInput Type=Frame, Backbone=ResNet50, FLOPs=12.8G, Params=35.3M, Latency=13.1ms2026.02 | 51.53 | 59.82 | — | — | — | |
| ESTF2024.03 | 51.22 | 57.53 | — | — | — | |
| SlowFastInput Type=Frame, Backbone=ResNet50, FLOPs=1.4G, Params=33.6M, Latency=19.6ms2026.02 | 50.63 | 57.77 | — | — | — | |
| CoSTInput Type=Multi-view, Backbone=ResNet50, FLOPs=19.2G, Params=25.4M, Latency=21.3ms2026.02 | 50.57 | 61.38 | — | — | — | |
| C3D2024.03 | 50.52 | 56.14 | — | — | — | |
| C3DInput Type=Frame, Backbone=3D CNN, FLOPs=0.4G, Params=147.2M, Latency=8.4ms2026.02 | 50.52 | 56.14 | — | — | — | |
| TAM2024.03 | 50.41 | 57.99 | — | — | — | |
| ResNet182024.03 | 49.2 | 56.09 | — | — | — | |
| R2Plus1D2024.03 | 49.06 | 56.43 | — | — | — | |
| R2Plus1DInput Type=Frame, Backbone=ResNet34, FLOPs=81.4G, Params=63.5M, Latency=11.2ms2026.02 | 49.06 | 56.43 | — | — | — | |
| ACTION-Net2024.03 | 46.85 | 56.19 | — | — | — | |
| SlowFast2024.03 | 46.54 | 54.76 | — | — | — | |
| X3D2024.03 | 45.82 | 52.33 | — | — | — | |
| ESTInput Type=Learnable, Backbone=ResNet34, FLOPs=4.2G, Params=21.5M, Latency=11.7ms2026.02 | 36.51 | 42.09 | — | — | — | |
| ACTION-NetType=ANN, Model=ResNet-50, Params=27.9M, T=82026.01 | — | — | — | — | 46.85 | |
| CMCIType=Multi-modal SNN, Model=SDT-V1, Params=4.42M, T=82026.01 | — | — | 0.174 | — | 48.1 | |
| CMCI + PBOType=Multi-modal SNN, Model=SDT-V1, Params=4.42M, T=82026.01 | — | — | 0.155 | 10.9 | 49.2 | |
| ESTFType=ANN, Model=ResNet-18, Params=46.7M, T=82026.01 | — | — | 81.1 | — | 51.2 | |
| S-CRMLType=Multi-modal SNN, Model=SDT-V1, Params=4.16M, T=82026.01 | — | — | 0.168 | — | 49.7 | |
| S-CRML + PBOType=Multi-modal SNN, Model=SDT-V1, Params=4.16M, T=82026.01 | — | — | 0.147 | 12.5 | 51.3 | |
| SCAType=Multi-modal SNN, Model=SDT-V1, Params=3.65M, T=82026.01 | — | — | 0.162 | — | 48.8 | |
| SCA + PBOType=Multi-modal SNN, Model=SDT-V1, Params=3.65M, T=82026.01 | — | — | 0.142 | 12.3 | 49.7 | |
| SDT-V1Type=SNN, Model=SDT-V1, Params=2.6M, T=82026.01 | — | — | — | — | 36.5 | |
| SDT-V2Type=SNN, Model=SDT-V2, Params=18.3M, T=82026.01 | — | — | 8 | — | 47.5 | |
| SDT-V3Type=SNN, Model=SDT-V3, Params=18.7M, T=82026.01 | — | — | 23.5 | — | 49.2 | |
| TimeSformerType=ANN, Model=ViT-B/16, Params=121.2M, T=82026.01 | — | — | — | — | 50.77 | |
| TSMType=ANN, Model=ResNet-50, T=82026.01 | — | — | 87.4 | — | 52.6 | |
| WeiAttnType=Multi-modal SNN, Model=SDT-V1, Params=3.36M, T=82026.01 | — | — | 0.145 | — | 48.6 | |
| WeiAttn + PBOType=Multi-modal SNN, Model=SDT-V1, Params=3.36M, T=82026.01 | — | — | 0.133 | 8.3 | 49.1 |