Few-shot Classification on EuroSAT
92.37AccuracyHAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 92.37 | — | — | |
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 92.03 | — | — | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 91.77 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 91.64 | — | — | |
| AMC-MetaNetN-Way=3-Way, Shots=5-shot2026.01 | 90.85 | — | — | |
| MVITPN-Way=3-Way, Shots=5-shot2026.01 | 90.2 | — | — | |
| AMC-MetaNetN-Way=4-Way, Shots=5-shot2026.01 | 90.05 | — | — | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 89.64 | — | — | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 89.61 | — | — | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 89.57 | — | — | |
| TeAwN-Way=3-Way, Shots=5-shot2026.01 | 89.1 | — | — | |
| MVITPN-Way=4-Way, Shots=5-shot2026.01 | 89.1 | — | — | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 88.72 | — | — | |
| TeAwN-Way=4-Way, Shots=5-shot2026.01 | 88.25 | — | — | |
| SPNetN-Way=3-Way, Shots=5-shot2026.01 | 87.75 | — | — | |
| SEALParameters Updated=Linear+Affines, Base Model=SEAL2023.04 | 87.7 | — | — | |
| SPNetN-Way=4-Way, Shots=5-shot2026.01 | 87 | — | — | |
| SCL-MLNetN-Way=3-Way, Shots=5-shot2026.01 | 86.85 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 86.58 | — | — | |
| DLA-MatchNetN-Way=3-Way, Shots=5-shot2026.01 | 86.15 | — | — | |
| SCL-MLNetN-Way=4-Way, Shots=5-shot2026.01 | 85.75 | — | — | |
| SupervisedBackbone=ResNet-50, Evaluation protocol=5-way 5-shot2023.03 | 85.64 | — | — | |
| AMC-MetaNetN-Way=5-Way, Shots=5-shot2026.01 | 85.5 | — | — | |
| ProtoNetN-Way=3-Way, Shots=5-shot2026.01 | 85.4 | — | — | |
| PsCoBackbone=ResNet-50, Base Method=BYOL, Evaluation protocol=5-way 5-shot2023.03 | 85.33 | — | — | |
| DLA-MatchNetN-Way=4-Way, Shots=5-shot2026.01 | 85.1 | — | — | |
| MVITPN-Way=5-Way, Shots=5-shot2026.01 | 85.06 | — | — | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 84.67 | — | — | |
| PsCoBackbone=ResNet-50, Base Method=MoCo v2, Evaluation protocol=5-way 5-shot2023.03 | 83.99 | — | — | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 83.96 | — | — | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 83.75 | — | — | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 83.64 | — | — | |
| MatchingNetN-Way=3-Way, Shots=5-shot2026.01 | 83.25 | — | — | |
| ProtoNetN-Way=4-Way, Shots=5-shot2026.01 | 83.15 | — | — | |
| TeAwN-Way=5-Way, Shots=5-shot2026.01 | 83.12 | — | — | |
| AMC-MetaNetN-Way=3-Way, Shots=1-shot2026.01 | 83.1 | — | — | |
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 83.06 | — | — | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 83.01 | — | — | |
| AMC-MetaNetN-Way=4-Way, Shots=1-shot2026.01 | 82.95 | — | — | |
| SEALParameters Updated=Linear, Base Model=SEAL2023.04 | 82.45 | — | — | |
| MVITPN-Way=3-Way, Shots=1-shot2026.01 | 82.25 | — | — | |
| TeAwN-Way=3-Way, Shots=1-shot2026.01 | 81.55 | — | — | |
| MatchingNetN-Way=4-Way, Shots=5-shot2026.01 | 81.55 | — | — | |
| NormalParameters Updated=Linear+Affines, Base Model=Normal2023.04 | 81.52 | — | — | |
| SPNetN-Way=5-Way, Shots=5-shot2026.01 | 81.42 | — | — | |
| MVITPN-Way=4-Way, Shots=1-shot2026.01 | 81.3 | — | — | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 80.87 | — | — | |
| SPNetN-Way=3-Way, Shots=1-shot2026.01 | 80.75 | — | — | |
| TeAwN-Way=4-Way, Shots=1-shot2026.01 | 80.05 | — | — | |
| Normal (long)Parameters Updated=Linear+Affines, Base Model=Normal (long)2023.04 | 80.03 | — | — | |
| PsCoBackbone=ResNet-18, Base Method=MoCo v2, Evaluation protocol=5-way 5-shot2023.03 | 79.92 | — | — | |
| SCL-MLNetN-Way=5-Way, Shots=5-shot2026.01 | 79.56 | — | — | |
| SCL-MLNetN-Way=3-Way, Shots=1-shot2026.01 | 79.55 | — | — | |
| NormalParameters Updated=Linear, Base Model=Normal2023.04 | 79.14 | — | — | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 79.08 | — | — | |
| SPNetN-Way=4-Way, Shots=1-shot2026.01 | 79.05 | — | — | |
| DLA-MatchNetN-Way=3-Way, Shots=1-shot2026.01 | 78.8 | — | — | |
| DLA-MatchNetN-Way=5-Way, Shots=5-shot2026.01 | 78.41 | — | — | |
| BYOLBackbone=ResNet-50, Evaluation protocol=5-way 5-shot2023.03 | 77.7 | — | — | |
| SCL-MLNetN-Way=4-Way, Shots=1-shot2026.01 | 77.65 | — | — | |
| ProtoNetN-Way=3-Way, Shots=1-shot2026.01 | 77.05 | — | — | |
| MoCo v2Backbone=ResNet-50, Evaluation protocol=5-way 5-shot2023.03 | 76.96 | — | — | |
| DLA-MatchNetN-Way=4-Way, Shots=1-shot2026.01 | 76.85 | — | — | |
| NCCK=42026.05 | 76.27 | — | — | |
| MoCo v2Backbone=ResNet-18, Evaluation protocol=5-way 5-shot2023.03 | 75.98 | — | — | |
| Weight RecyclingK=42026.05 | 75.66 | — | — | |
| ProtoNetN-Way=5-Way, Shots=5-shot2026.01 | 75.46 | — | — | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 74.95 | — | — | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 74.9 | — | — | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 74.55 | — | — | |
| MatchingNetN-Way=3-Way, Shots=1-shot2026.01 | 74.1 | — | — | |
| ProtoNetN-Way=4-Way, Shots=1-shot2026.01 | 74.1 | — | — | |
| AMC-MetaNetN-Way=5-Way, Shots=1-shot2026.01 | 74 | — | — | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 73.19 | — | — | |
| MatchingNetN-Way=5-Way, Shots=5-shot2026.01 | 73.12 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 72.92 | — | — | |
| MVITPN-Way=5-Way, Shots=1-shot2026.01 | 72.84 | — | — | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 72.3 | — | — | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 72.3 | — | — | |
| MatchingNetN-Way=4-Way, Shots=1-shot2026.01 | 71.2 | — | — | |
| KgCoOpShots=4, Prompt type=tp2023.03 | 71.06 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 70.94 | — | — | |
| ProGradShots=4, Prompt type=tp2023.03 | 70.84 | — | — | |
| TeAwN-Way=5-Way, Shots=1-shot2026.01 | 70.61 | — | — | |
| SPNetN-Way=5-Way, Shots=1-shot2026.01 | 69.37 | — | — | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 69.13 | — | — | |
| CoOpShots=4, Prompt type=tp2023.03 | 68.62 | — | — | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 68.62 | — | — | |
| LLFParameters Updated=Linear, Base Model=LLF2023.04 | 67.79 | — | — | |
| KNNK=42026.05 | 67.25 | — | — | |
| SCL-MLNetN-Way=5-Way, Shots=1-shot2026.01 | 67.24 | — | — | |
| NCCK=22026.05 | 66.36 | — | — | |
| DLA-MatchNetN-Way=5-Way, Shots=1-shot2026.01 | 65.9 | — | — | |
| Weight RecyclingK=22026.05 | 64.59 | — | — | |
| CoCoOpShots=4, Prompt type=vp+tp2023.03 | 63.83 | — | — | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 63.69 | — | — | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 62.9 | — | — | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 62.36 | — | — | |
| ProtoNetN-Way=5-Way, Shots=1-shot2026.01 | 61.72 | — | — | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 61.35 | — | — |