Image Classification 벤치마크
Image Classification on BreakHis
Average Test Accuracy over all magnifications
- 2023-02-22 — WaveMix-224/10: Average Test Accuracy over all magnifications 91.72
- 2024-06-09 — WaveMix: Average Test Accuracy over all magnifications 99.39
| Rank | Model | Average Test Accuracy over all magnifications | Extra Training Data | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | WaveMix | 99.39 | ✓ | Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision | pranavphoenix/Backbones | 2024 |
| 2 | Breast-NET | 98.11 | Breast-NET: a lightweight DCNN model for breast cancer detection and grading using histological samples | mainak15/Breast-NET | 2024 | |
| 3 | Histo-MExNet 자동 추출 | 96.97 | Histo-MExNet: A Unified Framework for Real-World, Cross-Magnification, and Trustworthy Breast Cancer Histopathology | 2026 | ||
| 4 | WaveMix-224/10 | 91.72 | Magnification Invariant Medical Image Analysis: A Comparison of Convolutional Networks, Vision Transformers, and Token Mixers | 2023 |