Medical Image Segmentation on CVC-ColonDB

Metric: mean Dice (higher is better)

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#	Model↕	mean Dice▼	Extra Data	Paper	Date↕	Code
1	RAPUNet	0.9526	No	-	-	Code
2	DUCK-Net	0.9353	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
3	EMCAD	0.9231	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
4	SegMed	0.921	No	-	-	-
5	UniNet	0.919	No	-	-	Code
6	ProMISe	0.874	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
7	Meta-Polyp	0.867	No	Meta-Polyp: a baseline for efficient Polyp segme...	2023-05-13	Code
8	ResUNet++ + TTA	0.8474	Yes	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
9	PVT-GCASCADE	0.8261	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
10	PVT-CASCADE	0.8254	No	-	-	Code
11	DuAT	0.819	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
12	ESFPNet-L	0.811	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
13	Polyp-PVT	0.808	No	Polyp-PVT: Polyp Segmentation with Pyramid Visio...	2021-08-16	Code
14	SSFormer-L	0.802	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
15	UACANet-S	0.783	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
16	SAM-EG	0.774	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
17	HarDNet-DFUS	0.774	No	HarDNet-DFUS: An Enhanced Harmonically-Connected...	2022-09-15	Code
18	CaraNet	0.773	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
19	TransFuse-S	0.773	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
20	KDAS	0.759	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
21	COMMA (Res2Net-50)	0.754	No	-	-	-
22	UACANet-L	0.751	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
23	TransFuse-L	0.744	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
24	HarDNet-MSEG	0.731	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
25	PraNet	0.709	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code