Image Classification on tieredImageNet
98.57AccuracyMPA
Evaluation results
| Method | Links | |
|---|---|---|
| MPAMarker=-, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 98.57 | |
| MLVLMMarker=AAAI-25, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 98.06 | |
| CAMLMarker=ICLR-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 95.4 | |
| SPMMarker=AAAI-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 88.79 | |
| RFSIC-simpleshots=52025.01 | 84.41 | |
| CANshots=52025.01 | 84.23 | |
| Geometric Mean Lossshots=52025.01 | 84.04 | |
| NCA Lossshots=52025.01 | 83.77 | |
| Meta-Baselineshots=52025.01 | 83.74 | |
| SemFew-TransMarker=CVPR-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 82.37 | |
| PN Lossshots=52025.01 | 82.14 | |
| ECER-FSLMarker=AAAI-25, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 81.81 | |
| Diff-ResNetMarker=TPAMI-24, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 79.74 | |
| HCTransformersMarker=CVPR-22, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 79.57 | |
| SP-CLIPMarker=CVPR-23, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 78.03 | |
| CPEAMarker=ICCV-23, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 76.93 | |
| SEVProMarker=IJCAI-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 72.77 | |
| CANshots=12025.01 | 69.89 | |
| RFSIC-simpleshots=12025.01 | 69.74 | |
| Geometric Mean Lossshots=12025.01 | 69.61 | |
| Meta-UAFSMarker=IJCAI-21, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 69.13 | |
| Meta-Baselineshots=12025.01 | 68.62 | |
| NCA Lossshots=12025.01 | 67.21 | |
| PN Lossshots=12025.01 | 66.74 | |
| FedFSL-CFRDMarker=AAAI-25, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 60.52 |