Few-shot Image Classification on EuroSAT (test)
94.31-Shot Accuracy+HFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| +HFMShots=162026.02 | 94.3 | — | — | |
| CLIP-LoRAShots=162026.02 | 90.7 | — | — | |
| +HFMShots=42026.02 | 90.3 | — | — | |
| CLIP-LoRAShots=42026.02 | 83.5 | — | — | |
| +HFMShots=12026.02 | 81 | — | — | |
| CLIP-LoRAShots=12026.02 | 71.9 | — | — | |
| TIP-AdapterShots=12026.02 | 67.8 | — | — | |
| Rot + KD + POODLE-Bnegative_sample_setup=noisy negative samples2022.06 | 66.21 | 80.51 | — | |
| Rot + KD + CEnegative_sample_setup=noisy negative samples2022.06 | 65 | 80.01 | — | |
| Rot + KD + POODLE-Rnegative_sample_setup=noisy negative samples2022.06 | 63.97 | 79.85 | — | |
| STARTUP2022.06 | 63.88 | 82.29 | — | |
| STARTUP (no SS)2022.06 | 62.9 | 81.81 | — | |
| Transfer2022.06 | 60.73 | 80.3 | — | |
| Transfer + SimCLR2022.06 | 57.18 | 77.61 | — | |
| CoOpShots=12026.02 | 56.4 | — | — | |
| CoCoOpShots=12026.02 | 55.4 | — | — | |
| CLIPShots=02026.02 | 47.8 | — | — | |
| SimCLR2022.06 | 43.52 | 59.05 | — | |
| AFAway=5-way, shot=1-shot2023.06 | — | — | 63.12 | |
| AFAway=5-way, shot=5-shot2023.06 | — | — | 85.58 | |
| ATAway=5-way, shot=1-shot2023.06 | — | — | 61.35 | |
| ATAway=5-way, shot=5-shot2023.06 | — | — | 83.75 | |
| GNNway=5-way, shot=1-shot2023.06 | — | — | 54.61 | |
| GNNway=5-way, shot=5-shot2023.06 | — | — | 78.69 | |
| HVMway=5-way, shot=1-shot2023.06 | — | — | 61.97 | |
| HVMway=5-way, shot=5-shot2023.06 | — | — | 74.88 | |
| ProtoDiffway=5-way, shot=1-shot2023.06 | — | — | 65.93 | |
| ProtoDiffway=5-way, shot=5-shot2023.06 | — | — | 87.25 | |
| ProtoNetway=5-way, shot=1-shot2023.06 | — | — | 54.19 | |
| ProtoNetway=5-way, shot=5-shot2023.06 | — | — | 73.29 |