Image Classification on HAM10000
97.1AccuracyM-IDoL
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M-IDoLInference Mode=Fine-tuned2026.04 | 97.1 | — | — | — | — | — | — | — | — | — | — | 97.96 | |
| PandermInference Mode=Fine-tuned2026.04 | 96.13 | — | — | — | — | — | — | — | — | — | — | 97.13 | |
| SwAVDermInference Mode=Fine-tuned2026.04 | 94.48 | — | — | — | — | — | — | — | — | — | — | 95.66 | |
| Full FTModel=ViT-Base2025.05 | 93.22 | — | — | — | — | — | — | — | — | — | — | — | |
| LoFTModel=ViT-Base, Rank=162025.05 | 93.13 | — | — | — | — | — | — | — | — | — | — | — | |
| LoFTModel=ViT-Base, Rank=82025.05 | 91.78 | — | — | — | — | — | — | — | — | — | — | — | |
| LoRAModel=ViT-Base, Rank=162025.05 | 91.56 | — | — | — | — | — | — | — | — | — | — | — | |
| LoFTModel=ViT-Base, Rank=42025.05 | 91.45 | — | — | — | — | — | — | — | — | — | — | — | |
| DoRAModel=ViT-Base, Rank=162025.05 | 90.78 | — | — | — | — | — | — | — | — | — | — | — | |
| PS-CBMBackbone=CLIP ViT-L/142025.11 | 82.8 | — | — | — | — | — | 63.9 | — | — | — | — | — | |
| VLG-CBMBackbone=CLIP ViT-L/142025.11 | 82 | — | — | — | — | — | 61.5 | — | — | — | — | — | |
| Linear ProbeBackbone=CLIP ViT-L/142025.11 | 81.5 | — | — | — | — | — | — | — | — | — | — | — | |
| DN-CBMBackbone=CLIP ViT-L/142025.11 | 81.2 | — | — | — | — | — | 48.4 | — | — | — | — | — | |
| LaBoBackbone=CLIP ViT-L/142025.11 | 80.5 | — | — | — | — | — | 53 | — | — | — | — | — | |
| V2C-CBMBackbone=CLIP ViT-L/142025.11 | 78.9 | — | — | — | — | — | 51.9 | — | — | — | — | — | |
| DCBMBackbone=CLIP ViT-L/142025.11 | 78 | — | — | — | — | — | 48.1 | — | — | — | — | — | |
| Res-CBMBackbone=CLIP ViT-L/142025.11 | 76.8 | — | — | — | — | — | 52.2 | — | — | — | — | — | |
| LF-CBMBackbone=CLIP ViT-L/142025.11 | 72.3 | — | — | — | — | — | 58.1 | — | — | — | — | — | |
| LM4CVBackbone=CLIP ViT-L/142025.11 | 66.8 | — | — | — | — | — | 49.8 | — | — | — | — | — | |
| QoQ-Med-VL 7BMedical Samples=2.6M2026.06 | 60.11 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-7B + OPENMEDREASONMedical Samples=450K2026.06 | 58.71 | — | — | — | — | — | — | — | — | — | — | — | |
| MedGemma 27BMedical Samples=30M2026.06 | 39.9 | — | — | — | — | — | — | — | — | — | — | — | |
| OctoMed 7BMedical Samples=8M2026.06 | 38.14 | — | — | — | — | — | — | — | — | — | — | — | |
| MedGemma 1.5 4BMedical Samples=30M2026.06 | 32.92 | — | — | — | — | — | — | — | — | — | — | — | |
| Lingshu 7BMedical Samples=5M2026.06 | 21.87 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-7BMedical Samples=N/A2026.06 | 19.82 | — | — | — | — | — | — | — | — | — | — | — | |
| MedVL-Thinker 7BMedical Samples=200K2026.06 | 17.62 | — | — | — | — | — | — | — | — | — | — | — | |
| AaDYear=20222024.02 | — | 64.55 | 64.3 | 65.14 | 72.36 | 66.59 | — | — | — | — | — | — | |
| CAIDAYear=20212024.02 | — | 73.68 | 73.83 | 79.59 | 78.8 | 76.48 | — | — | — | — | — | — | |
| DECISIONYear=20212024.02 | — | 74.27 | 76.24 | 71.06 | 78.98 | 75.14 | — | — | — | — | — | — | |
| EcoFairPair=I2026.03 | — | — | — | — | — | — | — | -0.023 | 0.006 | 0.004 | 0.015 | — | |
| EcoFairPair=II2026.03 | — | — | — | — | — | — | — | 0.01 | 0.129 | -0.046 | -0.029 | — | |
| EcoFairPair=III2026.03 | — | — | — | — | — | — | — | 0.008 | -0.087 | -0.017 | -0.011 | — | |
| UADsetting=M-UAD, level=model-level2024.02 | — | 81.84 | 68.19 | 87.48 | 83.27 | 80.2 | — | — | — | — | — | — | |
| UADsetting=I-UAD, level=instance-level2024.02 | — | 84.58 | 69.66 | 88.78 | 83.09 | 81.53 | — | — | — | — | — | — | |
| UADsetting=M-UAD + I-UAD, level=two-level2024.02 | — | 85.4 | 71.41 | 89.41 | 84.08 | 82.58 | — | — | — | — | — | — | |
| UADsetting=M-UAD + I-UAD + TS, level=two-level, temperature scaling=true2024.02 | — | 85.4 | 73.29 | 89.7 | 84.44 | 83.21 | — | — | — | — | — | — |