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ChestX

Benchmarks

TaskDatasetSOTA resultTrendResults

Few-shot classification

ChestX (test)

32.1Accuracy

46

5-way classification

ChestX BSCD-FSL

39.48Average Accuracy

45

5-way Few-shot Classification

ChestX

27.86Accuracy

37

5-way classification

ChestX (test)

28.88Accuracy

30

Few-shot Image Classification

ChestX CDFSL (test)

28.5Accuracy (5-way 5-shot)

25

ChestX

0.04ATR Ratio

24

5-way 5-shot classification

ChestX

27.05Accuracy

14

5-way 1-shot classification

ChestX

23.04Accuracy (%)

14

Lung Segmentation

ChestX8 (test)

92.9Dice Coefficient

14

Few-shot classification

ChestX

26.05Accuracy

13

ChestX 10-shot

31.7Accuracy

9

ChestX 5-shot

30Accuracy

9

ChestX 3-shot

29Accuracy

9

Image Classification

ChestX

54.42Accuracy

9

5-way Few-shot Classification

ChestX 50-shot (test)

0.298Accuracy

8

5-way Few-shot Classification

ChestX 20-shot (test)

27.44Accuracy

8

ChestX 10-shot

6.84Training Time (mins)

5

ChestX 5-shot

4.57Training Time (mins)

5

ChestX 3-shot

2.14Training Time (mins)

5

ChestX 10-shot

63.43GPU Utilization

5

ChestX 5-shot

55.46GPU Utilization

5

ChestX 3-shot

46.66GPU Utilization

5

ChestX

670Watch Latency (ms)

4

ChestX (test)

58.61Top-1 Accuracy

4