Challenge
Name : 제6회 2024 연구개발특구 AI SPARK 챌린지
Link : https://aifactory.space/task/2723/overview
Model Testing
| Version | Model | mIOU | Feature | Test epoch | Train | Pretrained |
|---|---|---|---|---|---|---|
| v1 | unet (pt_brain) | baseline | ✅ | ✅ | ||
| v2 > 0.25 | unet (pt_brain) | 0.864 | v1에서 tr/vd : 8:2 → 9:1 | ✅ | ✅ | |
| v2 of full | unet (pt_brain) | v2에서 inference시 전체 확률 | ✅ | ✅ | ||
| v3 | Attention U-Net | 0.843 | Model 아키텍쳐 변경 | 29 | ✅ | |
| v4 | R2Att U-Net | Model 아키텍쳐 변경 | ☑️ | |||
| v5 | UNet++ | Model 아키텍쳐 변경 | 29 | ✅ | ✅ | |
| v6 | manet | Model 아키텍쳐 변경 | ✅ |
Reference
v1~v2 : https://pytorch.org/hub/mateuszbuda_brain-segmentation-pytorch_unet/
v3~v4 : https://github.com/LeeJunHyun/Image_Segmentation/tree/master
v5~v6 : https://github.com/qubvel/segmentation_models.pytorch