Event-based Image Classification on DVS CIFAR10 (test)
83.17AccuracyTET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TETModel=VGG-11, Time-steps=10, Batch size=1282023.06 | 83.17 | — | — | |
| TEFormerSize=2-256, Step=10, Batch-Size=322026.01 | 81.9 | — | — | |
| TIMSize=2-256, Step=10, Batch-Size=322026.01 | 80.85 | — | — | |
| SpikformerSize=2-256, Step=10, Batch-Size=322026.01 | 80.25 | — | — | |
| QKFormerSize=2-256, Step=10, Batch-Size=322026.01 | 79.3 | — | — | |
| DSRModel=VGG-11, Time-steps=10, Batch size=1282023.06 | 77.27 | — | — | |
| OTTModel=VGG-9, Time-steps=10, Batch size=1282023.06 | 76.27 | — | — | |
| S-TLLRModel=VGG-9, Time-steps=10, Batch size=48, T_l=0, alpha_post=-12023.06 | 75.6 | 10.28 | 3.62 | |
| BPTT (baseline)Model=VGG-9, Time-steps=10, Batch size=482023.06 | 75.44 | 6.82 | 18.12 | |
| BPTTModel=ResNet-18, Time-steps=102023.06 | 75.4 | — | — | |
| BPTTModel=PLIF (7 layers), Time-steps=20, Batch size=162023.06 | 74.8 | — | — | |
| S-TLLRModel=VGG-9, Time-steps=10, Batch size=48, T_l=0, alpha_post=02023.06 | 74.8 | 6.82 | 3.62 | |
| S-TLLRModel=ResNet18, Time-steps=10, Batch size=48, T_l=02023.06 | 74.5 | 10.24 | 5.62 | |
| S-TLLRModel=VGG-9, Time-steps=10, Batch size=48, T_l=5, alpha_post=-12023.06 | 73.93 | 5.12 | 3.62 | |
| BPTT (baseline)Model=ResNet18, Time-steps=10, Batch size=482023.06 | 72.68 | 7.13 | 28.14 | |
| S-TLLRModel=ResNet18, Time-steps=10, Batch size=48, T_l=52023.06 | 71.94 | 5.12 | 5.62 | |
| BPTTModel=ResNet-19, Time-steps=102023.06 | 67.8 | — | — |