2D Semantic Segmentation task 3 (25 classes) 벤치마크
2D Semantic Segmentation task 3 (25 classes) on CaDIS
Mean IoU (test)
- 2019-06-27 — UPN: Mean IoU (test) 66.76
- 2021-08-13 — OCR-R50-Repeat Factor-Lovasz: Mean IoU (test) 71.94
| Rank | Model | Mean IoU (test) | Mean IoU (val) | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | OCR-R50-Repeat Factor-Lovasz | 71.94 | 79.4 | Effective semantic segmentation in Cataract Surgery: What matters most? | rvimlab/miccai2021_cataract_semantic_segmentation | 2021 |
| 2 | DeepLabv3+-R50-Repeat Factor-Lovasz | 70.51 | 77.44 | Effective semantic segmentation in Cataract Surgery: What matters most? | rvimlab/miccai2021_cataract_semantic_segmentation | 2021 |
| 3 | UPN-R50-Repeat Factor-Lovasz | 70.44 | 75.75 | Effective semantic segmentation in Cataract Surgery: What matters most? | rvimlab/miccai2021_cataract_semantic_segmentation | 2021 |
| 4 | UPN | 66.76 | 74.20 | CaDIS: Cataract Dataset for Image Segmentation | 2019 | |
| 5 | HRNetv2 | 66.64 | 72.40 | CaDIS: Cataract Dataset for Image Segmentation | 2019 | |
| 6 | DeepLabv3+ | 63.23 | 68.60 | CaDIS: Cataract Dataset for Image Segmentation | 2019 |