Remote Sensing Classification on EuroSAT (Base, Novel, HM Metrics)
94.3Base AccuracyMaPLe+CAKI
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MaPLe+CAKIsetting=16-shot2026.05 | 94.3 | 72.6 | 82 | — | |
| MaPLesetting=16-shot2026.05 | 93.8 | 72.4 | 81.7 | — | |
| GalLoP+CAKIsetting=16-shot2026.05 | 93.1 | 76.9 | 84.2 | — | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 92.2 | 75.6 | 83.1 | — | |
| GalLoPsetting=16-shot2026.05 | 92.2 | 75.6 | 83.1 | — | |
| TCP+CAKIsetting=16-shot2026.05 | 92.1 | 75.4 | 82.9 | — | |
| TCPsetting=16-shot2026.05 | 91.9 | 75 | 82.6 | — | |
| PromptSRCsetting=16-shot2026.05 | 91.7 | 73.2 | 81.4 | — | |
| CoOpsetting=16-shot2026.05 | 90.2 | 53.1 | 66.8 | — | |
| CoCoOpsetting=16-shot2026.05 | 87.6 | 60.2 | 71.4 | — | |
| AutoVPPre-trained Backbone=ViT-B/322026.06 | — | — | — | 96.25 | |
| LoR-VPPre-trained Backbone=ViT-B/322026.06 | — | — | — | 96.25 | |
| LoRSPPre-trained Backbone=ViT-B/322026.06 | — | — | — | 97.09 | |
| LPPre-trained Backbone=ViT-B/322026.06 | — | — | — | 95.67 | |
| VPTPre-trained Backbone=ViT-B/322026.06 | — | — | — | 95.9 |