Classification on LC-Lung
97.1AccuracyCPath-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPath-CLIPzero-shot=true2024.12 | 97.1 | — | |
| Patho–CLIP–Lmode=zero-shot2025.05 | 93.78 | — | |
| MUSKmode=zero-shot2025.05 | 92.93 | — | |
| PathGen–CLIP–Lmode=zero-shot2025.05 | 91.85 | — | |
| PathGen–CLIPmode=zero-shot2025.05 | 91.15 | — | |
| PathGen-CLIPZero-shot=true2026.01 | 90 | — | |
| Patho–CLIP–Bmode=zero-shot2025.05 | 89.9 | — | |
| PathGen-CLIP-Lzero-shot=true2024.12 | 89.8 | — | |
| CONCHmode=zero-shot2025.05 | 88.93 | — | |
| PathCLIPzero-shot=true2024.12 | 88.9 | — | |
| PLIPmode=zero-shot2025.05 | 88.79 | — | |
| PathCLIPZero-shot=true2026.01 | 88.7 | — | |
| PLIPzero-shot=true2024.12 | 87.9 | — | |
| PathCLIPmode=zero-shot2025.05 | 86.74 | — | |
| PubmedCLIPmode=zero-shot2025.05 | 86.73 | — | |
| PLIPZero-shot=true2026.01 | 86 | — | |
| QuiltNetzero-shot=true2024.12 | 80 | — | |
| OpenAI-CLIP-Lzero-shot=true2024.12 | 70.4 | — | |
| OpenAI–CLIP–Lmode=zero-shot2025.05 | 70.34 | — | |
| QuiltNetmode=zero-shot2025.05 | 62.73 | — | |
| ReinPathZero-shot=true2026.01 | 62.1 | — | |
| OpenAI–CLIP–Bmode=zero-shot2025.05 | 54.71 | — | |
| BiomedCLIPzero-shot=true2024.12 | 48.8 | — | |
| OpenAI CLIPZero-shot=true2026.01 | 31.5 | — | |
| Quilt-LLaVAZero-shot=true2026.01 | 17.5 | — | |
| CLIPsetting=Zero-shot2025.06 | — | 31.3 | |
| CONCHsetting=Zero-shot2025.06 | — | 90 | |
| MUSKsetting=Zero-shot2025.06 | — | 92.9 | |
| PLIPsetting=Zero-shot2025.06 | — | 85 | |
| SOTAsetting=Transductive2025.06 | — | 97.7 | |
| T-CLIPsetting=Transductive2025.06 | — | 29.6 | |
| T-CONCHsetting=Transductive2025.06 | — | 96.3 | |
| T-MUSKsetting=Transductive2025.06 | — | 97.2 | |
| T-PLIPsetting=Transductive2025.06 | — | 93.6 |