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Benchmarks
Pathology Classification on NIH ChestX-ray14 and MIMIC-CXR Overall
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62.7
Accuracy
CheXthought-VLM
23.492
33.671
43.85
54.029
Apr 29, 2026
Accuracy
F1 Score
Normal Performance
Pathology Performance
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
Normal Performance
Pathology Performance
CheXthought-VLM
visual attention train...
2026.04
62.7
59.3
71
54.3
MedGemma 1.5
2026.04
58.5
58.7
58
59
CheXthought-CoT
visual attention train...
2026.04
52.3
50.7
55.7
49
CheXpert-Report
2026.04
50.5
51.1
49.3
51.7
Qwen3-VL-8B-Thinking
2026.04
40.3
6.8
76.3
4.3
Synthetic-CoT
2026.04
25
18.5
33
17
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