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FIVES

Benchmarks

Task NameDataset NameSOTA ResultTrend
Vessel segmentationFIVES
Dice Score90.1
22
Retinal Fundus Image ClassificationFIVES
AUC94.98
18
2D Medical Image SegmentationFIVES
ASD5.55
14
Attribution AnalysisFIVES
SEG-GRAD0.0005
13
Medical Image SegmentationFIVES 14 (10%)
DICE84.42
9
Medical Image SegmentationFIVES 14 (5%)
DICE82.85
9
ClassificationFIVES CFP Modality
AUC72.9
8
Binary SegmentationFIVES (final block)
Dice91.01
8
Image ClassificationFIVES
Accuracy73.1
6
Retinal disease classificationFIVES (test)
AUROC92.8
4
Multi-disease classificationFIVES
AUROC93.6
4
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