Image Classification on ImageNet-1K IPC 50
66.8AccuracyE2D (10x)
Evaluation Results
| Method | Links | |
|---|---|---|
| E2D (10x)Evaluation model=ConvNext-Tiny, IPC=502026.02 | 66.8 | |
| EDCEvaluation model=ConvNext-Tiny, IPC=502026.02 | 66.6 | |
| RDEDEvaluation model=ConvNext-Tiny, IPC=502026.02 | 65.4 | |
| E2D (10x)Evaluation model=ResNet-101, IPC=502026.02 | 65.1 | |
| EDCEvaluation model=ResNet-101, IPC=502026.02 | 64.9 | |
| E2D (10x)Evaluation model=ResNet-50, IPC=502026.02 | 64.7 | |
| EDCEvaluation model=ResNet-50, IPC=502026.02 | 64.3 | |
| RDEDEvaluation model=ResNet-50, IPC=502026.02 | 63.7 | |
| E2D (10x)Evaluation model=EfficientNet-B0, IPC=502026.02 | 61.3 | |
| RDEDEvaluation model=ResNet-101, IPC=502026.02 | 61.2 | |
| EDCEvaluation model=EfficientNet-B0, IPC=502026.02 | 60.9 | |
| E2D (10x)Evaluation model=ResNet-18, IPC=502026.02 | 58.9 | |
| E2D (10x)Evaluation model=MobileNet-V2, IPC=502026.02 | 58.1 | |
| EDCEvaluation model=ResNet-18, IPC=502026.02 | 58 | |
| EDCEvaluation model=MobileNet-V2, IPC=502026.02 | 57.8 | |
| RDEDEvaluation model=EfficientNet-B0, IPC=502026.02 | 57.6 | |
| RDEDEvaluation model=ResNet-18, IPC=502026.02 | 56.6 | |
| E2D (10x)Evaluation model=ShuffleNet-V2, IPC=502026.02 | 56.4 | |
| RDEDEvaluation model=MobileNet-V2, IPC=502026.02 | 53.9 | |
| LPQLDBackbone=ResNet-18, Storage Size ({z, F})=649M2026.04 | 51.3 | |
| EDCEvaluation model=ShuffleNet-V2, IPC=502026.02 | 45.7 | |
| MSTop-k=k=50, Backbone=ResNet-18, Storage Size ({z, F})=3,768M2026.04 | 38.8 | |
| MRTop-k=k=5, Backbone=ResNet-18, Storage Size ({z, F})=1,020M2026.04 | 34 | |
| MSTop-k=k=25, Backbone=ResNet-18, Storage Size ({z, F})=2,393M2026.04 | 33.6 | |
| MRTop-k=k=25, Backbone=ResNet-18, Storage Size ({z, F})=2,393M2026.04 | 31.7 | |
| RDEDEvaluation model=ShuffleNet-V2, IPC=502026.02 | 30.9 | |
| MRTop-k=k=50, Backbone=ResNet-18, Storage Size ({z, F})=3,768M2026.04 | 28.6 | |
| MSTop-k=k=5, Backbone=ResNet-18, Storage Size ({z, F})=1,020M2026.04 | 19.5 | |
| MRTop-k=k=1, Backbone=ResNet-18, Storage Size ({z, F})=1,020M2026.04 | 16.7 | |
| MSTop-k=k=1, Backbone=ResNet-18, Storage Size ({z, F})=1,020M2026.04 | 7.7 |