| license: mit | |
| tags: | |
| - medical-imaging | |
| - retinal-segmentation | |
| - retinopathy-of-prematurity | |
| - pytorch | |
| - unet | |
| - segmentation | |
| # ROP Retinal Segmentation — U-Net (ResNet50) | |
| Multi-class segmentation of retinal structures in ROP screening images. | |
| Dataset: HVDROPDB | Classes: Background · Vessel · OpticDisc · Ridge | |
| ## Test Set Metrics | |
| | Structure | IoU | Dice | | |
| |-----------|-----|------| | |
| | Vessel | 0.1987 | 0.3280 | | |
| | OpticDisc | 0.4838 | 0.6389 | | |
| | Ridge | 0.5546 | 0.6925 | | |
| | **Mean** | **0.4124** | **0.5531** | | |