BUSI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | BUSI (test) | Dice91.47 | 228 | |
| Medical Image Segmentation | BUSI | Dice Score91.1 | 134 | |
| Medical Image Classification | BUSI | Accuracy97.44 | 126 | |
| Image Classification | BUSI | Accuracy95 | 58 | |
| Anomaly Detection | BUSI (test) | AUROC (Image)91 | 32 | |
| Anomaly Localization | BUSI (test) | Pixel AUROC0.901 | 28 | |
| Image Denoising | BUSI | PSNR36.5392 | 24 | |
| Ultrasound Image Segmentation | BUSI | Dice Score85.34 | 20 | |
| Object Detection | BUSI | AP@0.5 (BN)78.3 | 19 | |
| Breast Tumor Segmentation | BUSI (val) | Dice Score85.34 | 16 | |
| Anomaly Detection | BUSI | AUROC91.4 | 16 | |
| Anomaly Localization | BUSI | AUROC (pixel-level)91.8 | 16 | |
| Anomaly Classification | BUSI | AUROC73.8 | 15 | |
| Medical Image Segmentation | BUSI 30% labels | Dice78.74 | 14 | |
| Medical Image Segmentation | BUSI 10% labels | Dice75.57 | 14 | |
| Ultrasound Image Segmentation | BUSI 1.0 (test) | Dice86.52 | 14 | |
| Breast Cancer Segmentation | BUSI 129 (1/4) labels | DSC (Benign)74.01 | 14 | |
| Breast Cancer Segmentation | BUSI 64 (1/8) labels | DSC (Benign)71.87 | 14 | |
| Medical Image Classification | BUSI (test) | Accuracy90.2 | 14 | |
| Attention Alignment | BUSI (test) | IoU (test set)42.8 | 12 | |
| Classification | BUSI (test) | Test Accuracy90.3 | 12 | |
| Adversarial Attack | BUSI (five-fold cross-validation) | Success Rate100 | 12 | |
| Medical Diagnosis Classification | BUSI | F1 Score90.5 | 12 | |
| Segmentation | BUSI 780 images | mIoU74.5 | 10 | |
| Breast Lesion Segmentation | BUSI (test) | Jaccard Index79.12 | 9 |
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