BreakHis
Benchmarks
TaskDatasetSOTA resultTrendResults
BreakHis
96.43Accuracy
49
BREAKHIS (test)
99.27Top-1 Accuracy
46
BreaKHis
85.97Acc
21
BreaKHis downsampling eighth x8↓
77.93Accuracy
17
BreaKHis downsampling quarter (x4↓)
86.81Accuracy
17
BreaKHis downsampling half (x2↓)
89.63Accuracy
17
BreaKHis high-resolution
89.52Accuracy
17
BreakHis RoI (test)
96.96AUPRC
15
BreakHis 8C
94.15Accuracy
14
BreakHis Binary
93Accuracy
14
BreakHis 400X
84.88Sensitivity
11
BreakHis 200X
95.32Sensitivity
11
BreakHis 100X
95.32Sensitivity
11
BreakHis 40X
91.24Sensitivity
11
BreakHis 400x magnification (test)
0.895AUC-ROC
11
BreakHis 200x magnification (test)
95.28AUC-ROC
11
BreakHis 100x magnification (test)
96.41AUC-ROC
11
BreakHis 40x magnification (test)
93.87AUC-ROC
11
BreaKHis Scenario 1, x2
42.93PSNR
10
BreakHis average across all magnifications
96.7mAP@5
8
BreaKHis t=5 (test)
93.68Accuracy
7
BreakHis
1.54KL Divergence
7
BreakHis
85.5Accuracy
6
BreakHis (test)
15.4VDC
6
BreakHis 6 (test)
0.95Precision
6