Image Classification on ImageNet (Accuracy and Uncertainty)
77.22AccuracyXSAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XSAMBackbone=ResNet-502026.03 | 77.22 | — | |
| SAMBackbone=ResNet-502026.03 | 77.04 | — | |
| µDARTSFLOPS(M)=6022021.07 | 74.64 | 1.523 | |
| ASAP-CDFLOPS(M)=5732021.07 | 73.96 | 1.812 | |
| RDARTS-CDFLOPS(M)=6052021.07 | 72.86 | 1.684 | |
| PC-DARTS-CDFLOPS(M)=5572021.07 | 72.81 | 1.896 | |
| GOLD-NAS-I-CDFLOPS(M)=4632021.07 | 72.21 | 1.755 | |
| P-DARTS-CDFLOPS(M)=5322021.07 | 72.13 | 1.854 | |
| DARTS-CDFLOPS(M)=5982021.07 | 71.29 | 1.712 | |
| EfficientNet-B0FLOPS(M)=3902021.07 | 70.83 | 1.893 | |
| DARTSFLOPS(M)=5952021.07 | 70.63 | — | |
| GOLD-NAS-A-CDFLOPS(M)=2782021.07 | 69.56 | 2.038 | |
| MobileNetv2FLOPS(M)=5692021.07 | 68.83 | 1.853 | |
| ResNet20FLOPS(M)=3202021.07 | 65.11 | 1.816 | |
| VGG16FLOPS(M)=1602021.07 | 62.46 | 1.897 | |
| Linear Probe with PCA and FastICABackbone=ViT16, Number of shots=22024.02 | 46.57 | — | |
| Linear Probe with FastICABackbone=ViT16, Number of shots=22024.02 | 45.52 | — | |
| Linear ProbeBackbone=ViT16, Number of shots=22024.02 | 44.97 | — | |
| Linear Probe with FastICABackbone=ViT32, Number of shots=22024.02 | 40.21 | — | |
| Linear Probe with PCA and FastICABackbone=RN101, Number of shots=22024.02 | 39.86 | — | |
| Linear Probe with FastICABackbone=RN101, Number of shots=22024.02 | 39.58 | — | |
| Linear Probe with PCA and FastICABackbone=ViT32, Number of shots=22024.02 | 39.34 | — | |
| Linear ProbeBackbone=ViT32, Number of shots=22024.02 | 38.23 | — | |
| Linear ProbeBackbone=RN101, Number of shots=22024.02 | 37.64 | — | |
| Linear Probe with PCA and FastICABackbone=RN50, Number of shots=22024.02 | 34.12 | — | |
| Linear Probe with FastICABackbone=RN50, Number of shots=22024.02 | 34.06 | — | |
| Linear ProbeBackbone=RN50, Number of shots=22024.02 | 31.95 | — |