Classification 벤치마크
Classification on Autoimmune Dataset
F1 score
- 2022-06-08 — CASS: F1 score 0.8894
- 2022-07-13 — Swin Transformer Base (Patch 4 Window 12): F1 score 0.891
| Rank | Model | F1 score | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Swin Transformer Base (Patch 4 Window 12) | 0.891 | A Data-Efficient Deep Learning Framework for Segmentation and Classification of Histopathology Images | pranavsinghps1/dedl | 2022 |
| 2 | CASS | 0.8894 | CASS: Cross Architectural Self-Supervision for Medical Image Analysis | pranavsinghps1/CASS | 2022 |
| 3 | DINO | 0.8639 | CASS: Cross Architectural Self-Supervision for Medical Image Analysis | pranavsinghps1/CASS | 2022 |
| 4 | VANBUREN et all | 0.63 | A Data-Efficient Deep Learning Framework for Segmentation and Classification of Histopathology Images | pranavsinghps1/dedl | 2022 |