Image Classification on CIFAR FS
97.47AccuracyMPA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MPAMarker=-, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 97.47 | 95.6 | |
| MLVLMMarker=AAAI-25, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 95.02 | — | |
| LST+MAPBackbone=WideResNet, Shot=1-shot2021.02 | 87.79 | — | |
| PT+MAPBackbone=WideResNet, Shot=1-shot2021.02 | 87.69 | — | |
| LST+GMMBackbone=WideResNet, Shot=1-shot2021.02 | 87.01 | — | |
| PT+GMMBackbone=WideResNet, Shot=1-shot2021.02 | 86.96 | — | |
| PT+KNNBackbone=WideResNet, Shot=1-shot2021.02 | 86.17 | — | |
| ECER-FSLMarker=AAAI-25, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 86.01 | 76.58 | |
| RFSIC-simpleshots=52025.01 | 86 | — | |
| LST+KNNBackbone=WideResNet, Shot=1-shot2021.02 | 85.76 | — | |
| GEOM-INTraining Dataset=ImageNet-1k2025.07 | 85.27 | — | |
| Geometric Mean Lossshots=52025.01 | 85.08 | — | |
| SemFew-TransMarker=CVPR-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 84.34 | 74.98 | |
| NCA Lossshots=52025.01 | 84.24 | — | |
| Meta-Baselineshots=52025.01 | 84.2 | — | |
| SPMMarker=AAAI-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 82.4 | 83.31 | |
| PN Lossshots=52025.01 | 82.36 | — | |
| SP-CLIPMarker=CVPR-23, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 82.18 | 70.26 | |
| SEVProMarker=IJCAI-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 80.36 | — | |
| GEOMMeta-Album Size=Mini, Training Dataset=Meta-Album2025.07 | 79.01 | — | |
| HCTransformersMarker=CVPR-22, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 78.88 | 70.31 | |
| CPEAMarker=ICCV-23, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 77.82 | 68.49 | |
| GEOMMeta-Album Size=Extended, Training Dataset=Meta-Album2025.07 | 76.25 | — | |
| Meta-UAFSMarker=IJCAI-21, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 74.08 | 62.36 | |
| Meta-Baselineshots=12025.01 | 72 | — | |
| RFSIC-simpleshots=12025.01 | 71.5 | — | |
| Geometric Mean Lossshots=12025.01 | 71.09 | — | |
| CAMLMarker=ICLR-24, PT (Pre-trained)=true, Protocol=5-way 1-shot2026.02 | 70.8 | — | |
| NCA Lossshots=12025.01 | 69.2 | — | |
| PN Lossshots=12025.01 | 67.14 | — | |
| FedFSL-CFRDMarker=AAAI-25, PT (Pre-trained)=false, Protocol=5-way 1-shot2026.02 | 63 | — | |
| GEOMMeta-Album Size=Micro, Training Dataset=Meta-Album2025.07 | 60.47 | — |