Semantic Segmentation on Endoscapes
Mean F1
- 2021-12-27 — TCNN: Mean F1 73.1
- 2022-07-01 — MoCo V2 Surg SSL - DeepLabv3+ head: Mean F1 73.2
| Rank | Model | Mean F1 | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | MoCo V2 Surg SSL - DeepLabv3+ head | 73.2 | Dissecting Self-Supervised Learning Methods for Surgical Computer Vision | camma-public/selfsupsurg | 2022 |
| 2 | TCNN | 73.1 | Temporally Constrained Neural Networks (TCNN): A framework for semi-supervised video semantic segmentation | 2021 | |
| 3 | MoCo V2 Surg SSL - DeepLabv3+ head | 73.2 | Dissecting Self-Supervised Learning Methods for Surgical Computer Vision | camma-public/selfsupsurg | 2022 |
| 4 | TCNN | 73.1 | Temporally Constrained Neural Networks (TCNN): A framework for semi-supervised video semantic segmentation | 2021 |