Energy Consumption on THUMOS14
84.1Energy Consumption (mJ)SpikeTAD
Evaluation Results
| Method | Links | |
|---|---|---|
| SpikeTADType=ANN2SNN, Backbone=ViT-S [17], Time-Step=4, Param(M)=48.582026.06 | 84.1 | |
| SpikeTADType=ANN2SNN, Backbone=ViT-S [17], Time-Step=8, Param(M)=48.582026.06 | 184.2 | |
| SpikeTADType=ANN2SNN, Backbone=ViT-S [17], Time-Step=16, Param(M)=48.582026.06 | 356.4 | |
| Baseline(ANN)Type=ANN, Backbone=ViT-S [17], Param(M)=48.582026.06 | 400.4 | |
| AdaTADType=ANN, Backbone=ViT-S [17], Param(M)=48.562026.06 | 552.9 | |
| Progressive Block DropType=ANN, Backbone=ViT-S [17], Configuration=block=32026.06 | 1,002.8 | |
| Re2TALType=ANN, Backbone=Re2SlowFast-101 [13], Param(M)=91.522026.06 | 1,310.8 | |
| ViT-TADType=ANN, Backbone=ViT-B [17], Param(M)=131.272026.06 | 1,993.3 | |
| AdaTADType=ANN, Backbone=ViT-B [17], Param(M)=113.472026.06 | 2,024.6 | |
| AdaTADType=ANN, Backbone=ViT-L [17], Param(M)=331.442026.06 | 7,033.2 | |
| TALLFormerType=ANN, Backbone=VideoSwin-B [45], Param(M)=114.772026.06 | 8,369.4 |