Image-level Target Presence Detection on Kidney (test)
96.5PrecisionCross Teaching
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Cross TeachingSupervision Paradigm=Cross-supervised, Labeled Data Percentage=10%2025.12 | 96.5 | 92.6 | 94.8 | 92.9 | |
| Mean TeacherSupervision Paradigm=Semi-supervised (single network), Labeled Data Percentage=10%2025.12 | 95.6 | 90.5 | 93 | 91.1 | |
| Endo-SemiSSupervision Paradigm=Cross-supervised, Labeled Data Percentage=10%2025.12 | 95 | 96.1 | 95.6 | 94.1 | |
| AllSparkSupervision Paradigm=Semi-supervised (single network), Labeled Data Percentage=10%2025.12 | 94.7 | 92.8 | 93.8 | 91.7 | |
| Upper bound U-NetSupervision Paradigm=Supervised, Labeled Data Percentage=100%2025.12 | 94.4 | 94.2 | 94.3 | 92.5 | |
| UniMatchSupervision Paradigm=Semi-supervised (single network), Labeled Data Percentage=10%2025.12 | 94.3 | 96.4 | 95.4 | 91.7 | |
| CPSSupervision Paradigm=Cross-supervised, Labeled Data Percentage=10%2025.12 | 94 | 96.1 | 95 | 93.4 | |
| UPRCSupervision Paradigm=Semi-supervised (single network), Labeled Data Percentage=10%2025.12 | 92.9 | 94.6 | 93.7 | 91.6 | |
| Upper bound nnU-NetSupervision Paradigm=Supervised, Labeled Data Percentage=100%2025.12 | 92.4 | 93.3 | 92.9 | 90.5 | |
| GenericSupervision Paradigm=Semi-supervised (single network), Labeled Data Percentage=10%2025.12 | 90.7 | 95.3 | 92.9 | 90.5 | |
| nnU-NetSupervision Paradigm=Supervised, Labeled Data Percentage=10%2025.12 | 90.1 | 91.1 | 90.6 | 87.6 | |
| FixMatchSupervision Paradigm=Semi-supervised (single network), Labeled Data Percentage=10%2025.12 | 89.7 | 96.5 | 93 | 90.5 | |
| U-NetSupervision Paradigm=Supervised, Labeled Data Percentage=10%2025.12 | 88.7 | 95.3 | 92.8 | 90.1 |