paper-with-me

Semantic Segmentation 벤치마크

Semantic Segmentation on ACDC Scribbles

12개 결과 · ⬇ CSV · JSON

Dice (Average)

62.4 69 75.6 82.2 88.8 2019-05 2026-09 CutMix — 70.5 (2019-05-13) CutMix — 70.5 (2019-05-13) Puzzle Mix — 62.4 (2020-09-15) Puzzle Mix — 62.4 (2020-09-15) CycleMix — 84.8 (2022-03-03) CycleMix — 84.8 (2022-03-03) TFCNs — 64.5 (2022-07-07) TFCNs — 64.5 (2022-07-07) ScribbleVC — 88.4 (2023-07-30) ScribbleVC — 88.4 (2023-07-30) ScribFormer — 88.8 (2024-02-03) ScribFormer — 88.8 (2024-02-03) CutMix — 70.5 (2019-05-13) CycleMix — 84.8 (2022-03-03) ScribbleVC — 88.4 (2023-07-30) ScribFormer — 88.8 (2024-02-03)
RankModel Dice (Average) PaperCodeYear
1 ScribFormer 88.8% ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation HUANGLIZI/ScribFormer 2024
2 ScribbleVC 88.4% ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class Embedding huanglizi/scribblevc 2023
3 CycleMix 84.8% CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision bwgzk/cyclemix 2022
4 CutMix 70.5% CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features rwightman/pytorch-image-models · pytorch/vision · kornia/kornia · +27 2019
5 TFCNs 64.5% TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation huanglizi/tfcns 2022
6 Puzzle Mix 62.4% Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup snu-mllab/PuzzleMix 2020
7 ScribFormer 88.8% ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation HUANGLIZI/ScribFormer 2024
8 ScribbleVC 88.4% ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class Embedding huanglizi/scribblevc 2023
9 CycleMix 84.8% CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision bwgzk/cyclemix 2022
10 CutMix 70.5% CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features rwightman/pytorch-image-models · pytorch/vision · kornia/kornia · +27 2019
11 TFCNs 64.5% TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation huanglizi/tfcns 2022
12 Puzzle Mix 62.4% Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup snu-mllab/PuzzleMix 2020
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