Action Recognition on DailyDVS-200
54.55Top-1 AccHoloEv-Net-Base
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HoloEv-Net-BaseInput Type=Holographic, Backbone=ResNet-18, FLOPs=1.9G, Params=12.5M, Latency=9.6ms2026.02 | 54.55 | 77.5 | |
| EIS-HAR2026.05 | 51.99 | 78.13 | |
| Evmamba2026.05 | 49.65 | 75.89 | |
| HoloEv-Net-SmallInput Type=Holographic, Backbone=MobileNetV3-Small, FLOPs=0.1G, Params=4.4M, Latency=7.4ms2026.02 | 49.13 | 73.56 | |
| EventFlashVenue=Ours*, Input Type=Event, Backbone=Qwen2.52026.02 | 48.36 | — | |
| MVFNetInput Type=Multi-view, Backbone=ResNet50, FLOPs=32.8G, Params=23.6M, Latency=17.5ms2026.02 | 48.3 | 75.91 | |
| Swin-TVenue=CVPR’22, Input Type=Frame, Backbone=Transformer2026.02 | 48.06 | — | |
| Swin-T2026.05 | 48.06 | 74.47 | |
| TimeSformer2026.05 | 44.25 | 74.03 | |
| MVF-NetInput Type=Multi-view, Backbone=ResNet34&18, FLOPs=5.6G, Params=33.6M, Latency=13.7ms2026.02 | 43.98 | 70.39 | |
| SlowFastInput Type=Frame, Backbone=ResNet50, FLOPs=1.4G, Params=33.6M, Latency=19.6ms2026.02 | 41.49 | 68.19 | |
| SlowFast2026.05 | 41.49 | 68.19 | |
| TSMInput Type=Frame, Backbone=ResNet50, FLOPs=1.4G, Params=24.3M, Latency=11.8ms2026.02 | 40.87 | 71.46 | |
| TSM2026.05 | 40.87 | 71.46 | |
| GETVenue=ICCV’23, Input Type=Event, Backbone=Transformer2026.02 | 37.28 | — | |
| GET2026.05 | 37.28 | 61.59 | |
| Spikformer2026.05 | 36.94 | 62.37 | |
| CoSTInput Type=Multi-view, Backbone=ResNet50, FLOPs=19.2G, Params=25.4M, Latency=21.3ms2026.02 | 36.09 | 64.45 | |
| R2Plus1DInput Type=Frame, Backbone=ResNet34, FLOPs=81.4G, Params=63.5M, Latency=11.2ms2026.02 | 36.06 | 63.67 | |
| SDTVenue=NeurIPS’24, Input Type=Event, Backbone=Transformer2026.02 | 35.43 | — | |
| SDT2026.05 | 35.43 | 58.81 | |
| I3DInput Type=Frame, Backbone=ResNet50, FLOPs=12.8G, Params=35.3M, Latency=13.1ms2026.02 | 32.3 | 59.05 | |
| I3D2026.05 | 32.3 | 59.05 | |
| ESTInput Type=Learnable, Backbone=ResNet34, FLOPs=4.2G, Params=21.5M, Latency=11.7ms2026.02 | 32.23 | 59.66 | |
| EST2026.05 | 32.23 | 59.66 | |
| ESTFVenue=AAAI’24, Input Type=Event, Backbone=ResNet502026.02 | 24.68 | — | |
| ESTF2026.05 | 24.68 | 50.18 | |
| C3DInput Type=Frame, Backbone=3D CNN, FLOPs=0.4G, Params=147.2M, Latency=8.4ms2026.02 | 21.99 | 45.81 | |
| C3D2026.05 | 21.99 | 45.81 |