Table 4 The comparative ablation studies of HCIA evaluated in single domain on Kvasir-SEG and CVC-ClinicDB. Base denotes the adopted baseline. H denotes HAM while I denotes IAM.
From: Hierarchical contextual information aggregation for polyp segmentation
Methods | Kvasir-SEG | CVC-ClinicDB | ||||||
|---|---|---|---|---|---|---|---|---|
mDice | mIoU | \(S_{\alpha }\) | \(mE_{\xi }\) | mDice | mIoU | \(S_{\alpha }\) | \(mE_{\xi }\) | |
Base+H+\(I^{\nabla }\) | 0.930 | 0.886 | 0.940 | 0.959 | 0.939 | 0.892 | 0.946 | 0.979 |
Base+H+\(I^{\triangle }\) | 0.931 | 0.885 | 0.938 | 0.957 | 0.938 | 0.890 | 0.943 | 0.976 |
Base+H+\(I^{\Box }\) | 0.935 | 0.889 | 0.941 | 0.959 | 0.941 | 0.896 | 0.955 | 0.982 |
Base+H+\(I^{\Diamond }\) | 0.936 | 0.890 | 0.945 | 0.962 | 0.943 | 0.898 | 0.985 | 0.981 |
Base+H+I | 0.942 | 0.894 | 0.949 | 0.968 | 0.948 | 0.904 | 0.959 | 0.990 |
