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ResearchFormerly WizWand

Derm7pt

Benchmarks

TaskDatasetSOTA resultTrendResults

Medical Classification

Derm7pt

84.69Accuracy

48

Skin lesion recognition

Derm7pt

76.7mAP

20

Dermoscopy Image Classification and Concept Prediction

Derm7pt asymmetric filtering (test)

85Label Accuracy

19

Concept Prediction

Derm7pt symmetric filtering (test)

70Concept Accuracy

19

Label Classification

Derm7pt symmetric filtering (test)

90Accuracy

19

Concept Prediction

Derm7pt

86Accuracy

18

Diagnostic Classification

derm7pt Melanoma vs. Atypical Nevus (test)

77.6Accuracy

15

Skin Lesion Classification

Derm7pt

2.2Expected Calibration Error (ECE)

15

Skin lesion diagnostic classification

Derm7pt (In-distribution)

70.89Accuracy

12

Skin Lesion Classification

derm7pt clinical (out-of-distribution)

0.74ROC AUC

12

Skin Lesion Classification

derm7pt dermoscopic (out-of-distribution)

0.837ROC AUC

12

Diagnosis classification

Derm7pt (test)

77.3F1

12

Concept Annotation

Derm7pt

65.06F1-Macro

11

Concept Annotation

Derm7pt (test)

69AUROC

11

Multimodal Skin Lesion Classification

Derm7pt (test)

79.87Sensitivity (SEN)

9

Skin disease diagnosis

Derm7pt 1.0 (test)

89.48AUC

9

Derm7pt

88.6AUC

8

Derm7pt (test)

90.1AUC

8

Multimodal Diagnosis

Derm7pt

28.47Parameters

6

Skin Cancer Image Retrieval

Derm7pt (5-fold cross-val)

83.8mAP (Fold 1)

5

Derm7pt

79.3Top-1 Accuracy

5

Melanoma inference

Derm7pt (test)

69.1BA (t=1)

5

7-point criteria classification

Derm7pt (test)

68.6BA (PN)

5

Medical Image Classification

Derm7pt (test)

92.29Accuracy

4

Concept Retrieval

Derm7pt

100P@10 (Streaks)

3