Table 3 The 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. Params denotes model parameters. FLOPs denotes floating point operations.
From: Hierarchical contextual information aggregation for polyp segmentation
Methods | Kvasir-SEG | CVC-ClinicDB | Params | FLOPs | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
mDice | mIoU | \(S_{\alpha }\) | \(mE_{\xi }\) | mDice | mIoU | \(S_{\alpha }\) | \(mE_{\xi }\) | |||
Base | 0.905 | 0.854 | 0.915 | 0.949 | 0.915 | 0.864 | 0.926 | 0.966 | 20.5 | 10.4 |
Base+H | 0.923 | 0.879 | 0.940 | 0.957 | 0.928 | 0.884 | 0.938 | 0.976 | 24.4 | 12.5 |
Base+I | 0.928 | 0.883 | 0.939 | 0.958 | 0.936 | 0.879 | 0.943 | 0.975 | 21.4 | 11.0 |
Base+H+I | 0.942 | 0.894 | 0.949 | 0.968 | 0.948 | 0.904 | 0.959 | 0.990 | 25.8 | 13.7 |
