Focus Quality Assessment on FluoMix
0.994PLCCFluoCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FluoCLIPBackbone=ViT/B-162026.02 | 0.994 | 90.75 | 0.992 | 0.093 | |
| CLIPBackbone=ViT/B-162026.02 | 0.993 | 89.13 | 0.991 | 0.11 | |
| OrdinalCLIPBackbone=ViT/B-162026.02 | 0.993 | 89.95 | 0.991 | 0.102 | |
| FluoCLIPBackbone=ResNet502026.02 | 0.991 | 85.21 | 0.989 | 0.15 | |
| BiomedCLIPBackbone=ViT/B-162026.02 | 0.99 | 83.99 | 0.988 | 0.163 | |
| OrdinalCLIPBackbone=ResNet502026.02 | 0.989 | 83.12 | 0.988 | 0.172 | |
| CLIPBackbone=ResNet502026.02 | 0.988 | 81.59 | 0.987 | 0.187 | |
| NumCLIPBackbone=ViT/B-162026.02 | 0.987 | — | 0.988 | 0.133 | |
| NumCLIPBackbone=ResNet502026.02 | 0.985 | — | 0.985 | 0.325 | |
| OEBackbone=ResNet502026.02 | 0.966 | 63.46 | 0.969 | 0.395 | |
| CEBackbone=ResNet502026.02 | 0.952 | 54.59 | 0.957 | 0.51 | |
| QULCEBackbone=ResNet502026.02 | 0.951 | 55.55 | 0.957 | 0.512 | |
| CO2Backbone=ResNet502026.02 | 0.927 | 47.26 | 0.931 | 0.653 | |
| FocusLiteNNBackbone=lightweight CNN architecture2026.02 | 0.621 | — | 0.624 | 1.61 | |
| FluoCLIPVision Encoder=ResNet50-based2026.02 | — | 85.21 | — | — | |
| PMC-CLIPVision Encoder=ResNet50-based2026.02 | — | 84.06 | — | — | |
| PubMedCLIPVision Encoder=ResNet50-based2026.02 | — | 81.48 | — | — |