Temporal Image Classification on MS-CXR-T (test)
68.1Macro Acc (Pleural Effusion)CoCa-CXR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoCa-CXRSplit=Test2025.02 | 68.1 | 56.4 | 59.3 | 71.8 | 69.6 | 65 | |
| Med-STSplit=Test2025.02 | 67.4 | 58.5 | 65 | 54.2 | 60.6 | 61.1 | |
| BioViL-TSplit=Test2025.02 | 67 | 61.9 | 42.6 | 68.5 | 61.1 | 60.2 | |
| BioViLSplit=Test2025.02 | 63 | 60.2 | 42.5 | 67.5 | 56 | 57.8 | |
| CNN + TransformerSplit=Test2025.02 | 61.3 | 45.1 | 31.5 | 65.5 | 44 | 49.5 | |
| BioViL-Tlabels=100%, pre-training=Temporal, setting=Supervised2023.01 | 61.1 | 67 | 42.6 | 68.5 | — | — | |
| BioViL-Tlabels=10%, pre-training=Temporal, setting=Few-shot2023.01 | 59.7 | 62.4 | 35.3 | 62.6 | — | — | |
| BioViL-T wout curationlabels=100%, pre-training=Temporal, setting=Supervised, curation=false2023.01 | 58.9 | 65.5 | 44.4 | 67.4 | — | — | |
| BioViLlabels=100%, pre-training=Static, setting=Supervised2023.01 | 56.1 | 62.3 | 41.7 | 67.5 | — | — | |
| BioViL w/reglabels=100%, pre-training=Static, setting=Supervised, registration=affine (4 DoF)2023.01 | 56 | 63 | 42.5 | 67.5 | — | — | |
| BioViL-T promptlabels=0%, pre-training=Temporal, setting=Zero-shot prompt2023.01 | 53.6 | 59.7 | 34.9 | 64.2 | — | — | |
| CheXRelNetlabels=100%, pre-training=ImageNet, setting=Supervised2023.01 | 47 | 47 | 36 | 49 | — | — | |
| CheXRelNetSplit=Test2025.02 | 47 | 47 | 36 | 49 | 47 | 45.2 | |
| CNN + Transformerlabels=100%, pre-training=ImageNet, setting=Supervised2023.01 | 44 | 61.3 | 31.5 | 65.5 | — | — |