Satellite Image Classification on EuroSAT
96.29Base ScoreHiCroPL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HiCroPL2026.04 | 96.29 | 80.36 | 87.61 | |
| MMRL2026.04 | 95.6 | 80.17 | 87.21 | |
| GAPL2026.04 | 95.6 | 79.9 | 87.05 | |
| HPT++2024.08 | 95.31 | 80.64 | 87.36 | |
| ProMetaRShots=162024.04 | 94.94 | 77.44 | 85.3 | |
| CoPrompt2024.08 | 94.6 | 78.57 | 85.84 | |
| CoPrompt2026.04 | 94.6 | 78.57 | 85.84 | |
| HPT2024.08 | 94.24 | 77.12 | 84.82 | |
| MaPLeShots=162024.04 | 94.07 | 73.23 | 82.35 | |
| MaPLe2024.08 | 94.07 | 73.23 | 82.35 | |
| MaPLe2026.04 | 94.07 | 73.23 | 82.35 | |
| PromptSRC2024.08 | 93.37 | 78.34 | 85.2 | |
| PromptSRCShots=162024.04 | 92.9 | 73.9 | 82.32 | |
| MetaPrompt2024.08 | 92.9 | 73.9 | 82.32 | |
| PromptSRC2026.04 | 92.9 | 73.9 | 82.32 | |
| IVLPShots=162024.04 | 92.64 | 63.33 | 75.23 | |
| CoOpShots=162024.04 | 92.19 | 54.74 | 68.69 | |
| CoOp2024.08 | 92.19 | 54.74 | 68.69 | |
| CoOp2026.04 | 92.19 | 54.74 | 68.69 | |
| TCP2026.04 | 91.63 | 74.73 | 82.32 | |
| ProGrad2024.08 | 90.11 | 60.89 | 72.67 | |
| 2SFSVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 87.91 | 68.35 | 76.91 | |
| CoCoOpShots=162024.04 | 87.49 | 60.04 | 71.21 | |
| CoCoOp2024.08 | 87.49 | 60.04 | 71.21 | |
| CoCoOp2026.04 | 87.49 | 60.04 | 71.21 | |
| RPOShots=162024.04 | 86.63 | 68.97 | 76.79 | |
| GalLoP + CAKIShots=42026.05 | 86.5 | 79.9 | 83.1 | |
| TCP + CAKIShots=42026.05 | 86.3 | 78.8 | 82.4 | |
| UNIGRAMShots=162024.04 | 86.26 | 71.38 | 78.12 | |
| KgCoOp2024.08 | 85.64 | 64.34 | 73.48 | |
| KgCoOp2026.04 | 85.64 | 64.34 | 73.48 | |
| PromptSRC + CAKIShots=42026.05 | 85.5 | 78.6 | 81.9 | |
| MMA2026.04 | 85.46 | 82.34 | 83.87 | |
| TCPShots=42026.05 | 85.1 | 78.6 | 81.7 | |
| GalLoPShots=42026.05 | 84.2 | 79.2 | 81.6 | |
| PromptSRCShots=42026.05 | 83.7 | 78.2 | 80.9 | |
| CoOp + CAKIShots=42026.05 | 81.3 | 80.5 | 80.9 | |
| MaPLe + CAKIShots=42026.05 | 81.3 | 77.2 | 79.2 | |
| MaPLeShots=42026.05 | 80.8 | 76.4 | 78.5 | |
| CoOpShots=42026.05 | 80.6 | 80.1 | 80.3 | |
| CoCoOp + CAKIShots=42026.05 | 75.9 | 73.5 | 74.7 | |
| CoCoOpShots=42026.05 | 74.6 | 73.2 | 73.9 | |
| CLIPShots=42026.05 | 56.8 | 64.2 | 60.3 | |
| CLIPShots=Zero-shot2024.04 | 56.48 | 64.05 | 60.03 | |
| CLIPmode=zero-shot2024.08 | 56.48 | 64.05 | 60.03 | |
| CLIPVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 55.14 | 69.77 | 61.6 | |
| MMAVisual backbone=ViT-B/32, Shots per base class=4, Generalization setting=base-to-novel2025.03 | 41.73 | 57.17 | 48.24 |