Kvasir-SEG Benchmark (Medical Image Segmentation)

58 rows 49 with code listed 9 metrics Dataset page

Medical Image Segmentation is a computer vision task that involves dividing an medical image into multiple segments, where each segment represents a different object or structure of interest in the image. The goal of medical image segmentation is to provide a precise and accurate representation of the objects of interest within the image, typically for the purpose of diagnosis, treatment planning, and quantitative analysis.

The archive carries no text for this table; the description above is the archive's text for the task Medical Image Segmentation. archive 2025-07-28

Over time archive 2025-07-28

Metric Extra training data

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: mean Dice (higher is better), Average MAE (lower is better), Precision (higher is better), Recall (higher is better). Not inferred (points only, no best-so-far line): S-Measure, max E-Measure, mIoU, FPS, F-measure. Points are placed at the row's paper date; 58 of 58 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

												Paper	Code		Ran Syntology	Report
1	DUCK-Net	0.9502				0.9051			0.9628	0.9379	–	Paper	Code	2023	linked, not harvested	report
2	EffiSegNet-B5	0.9488				0.9065		0.9513	0.9713	0.9321	–	Paper	Code	2024	linked, not harvested	report
3	EffiSegNet-B4	0.9483				0.9056		0.9552	0.9679	0.9429	–	Paper	Code	2024	linked, not harvested	report
4	SegMed	0.947				0.899					–	Paper	–	2025	no code linked	report
5	FCB Former	0.9445				0.8974					–	Paper	Code	2022	linked, not harvested	report
6	FCB-SwinV2 Transformer	0.9420				0.8973					–	Paper	–	2023	no code linked	report
7	SEP	0.9411				0.9002					–	Paper	–	2022	no code linked	report
8	LM-Net	0.9409				0.8912			0.8964	0.9038	–	Paper	Code	2025	linked, not harvested	report
9	RAPUNet	0.939				0.885					–	Paper	Code	2024	linked, not harvested	report
10	FCBFormer	0.9385				0.8903					–	Paper	Code	2022	linked, not harvested	report
11	HarDNet-DFUS	0.9363				0.8894					–	Paper	Code	2022	linked, not harvested	report
12	SSFormer-L	0.9357				0.8905					–	Paper	Code	2022	linked, not harvested	report
13	FCBFormer	0.932									–	Paper	Code	2024	linked, not harvested	report
14	ESFPNet-L	0.931				0.887					–	Paper	Code	2022	linked, not harvested	report
15	UGCANet	0.928				0.881					–	Paper	–	2023	no code linked	report
16	EMCAD	0.928									–	Paper	Code	2024	20 of 23 ran · 3 unverified	report
17	PVT-GCASCADE	0.9274				0.8790					–	Paper	Code	2023	6 of 9 ran · 3 unverified	report
18	ColonFormer	0.927				0.877					–	Paper	Code	2022	linked, not harvested	report
19	RaBiT	0.927				0.873					–	Paper	Code	2023	linked, not harvested	report
20	GMSRF-Net	0.9263				0.8843					–	Paper	Code	2021	linked, not harvested	report
21	PVT-CASCADE	0.9258				0.8776					–	Paper	Code	2023	linked, not harvested	report
22	DuAT	0.924	0.023			0.876					–	Paper	Code	2022	linked, not harvested	report
23	MSRF-Net	0.9217				0.8914					–	Paper	Code	2021	linked, not harvested	report
24	ADSNet	0.92				0.871					–	Paper	Code	2024	linked, not harvested	report
25	CaraNet	0.918	0.023	0.929	0.968	0.865					–	Paper	Code	2021	linked, not harvested	report
26	TransFuse-L	0.918				0.868					–	Paper	Code	2021	linked, not harvested	report
27	TransFuse-S	0.918				0.868					–	Paper	Code	2021	linked, not harvested	report
28	BDG-Net	0.915	0.021	0.923	0.972	0.865					–	Paper	Code	2022	linked, not harvested	report
29	SAM-EG	0.915				0.862					–	Paper	–	2024	no code linked	report
30	UniNet	0.915				0.857					–	Paper	Code	2025	linked, not harvested	report
31	MEGANet(Res2Net-50)	0.913	0.025			0.863					–	Paper	Code	2023	linked, not harvested	report
32	KDAS	0.913	0.027			0.848					–	Paper	Code	2023	linked, not harvested	report
33	HarDNet-MSEG	0.912	0.025	0.923	0.958	0.857	116				–	Paper	Code	2021	linked, not harvested	report
34	UACANet-L	0.912	0.025	0.917	0.958	0.862					–	Paper	Code	2021	1 of 4 ran · 3 unverified	report
35	MEGANet(ResNet-34)	0.911	0.026			0.859					–	Paper	Code	2023	linked, not harvested	report
36	ProMISe	0.911				0.851					–	Paper	Code	2024	linked, not harvested	report
37	A-DenseUNet	0.9085				0.8615					–	Paper	–	2021	no code linked	report
38	UACANet-S	0.905	0.026	0.914	0.951	0.852					–	Paper	Code	2021	1 of 4 ran · 3 unverified	report
39	COMMA (ResNet-50)	0.904	0.024	0.925	0.963	0.860					–	Paper	–	2022	no code linked	report
40	Polyp-SAM++	0.902				0.862		0.92			–	Paper	Code	2023	linked, not harvested	report
41	AG-CUResNeSt	0.902				0.845					–	Paper	Code	2021	linked, not harvested	report
42	COMMA (Res2Net-50)	0.901	0.027	0.919	0.951	0.852					–	Paper	–	2022	no code linked	report
43	TGA-Net	0.8982				0.8330					–	Paper	Code	2022	linked, not harvested	report
44	PraNet	0.898	0.030	0.915	0.948	0.849					–	Paper	Code	2020	0 of 9 ran · 9 unverified	report
45	TransResU-Net	0.8884				0.8214	48.61				–	Paper	Code	2022	linked, not harvested	report
46	PEFNet	0.8818				0.8163					–	Paper	Code	2023	linked, not harvested	report
47	FANet	0.8803	0.8153								–	Paper	Code	2021	linked, not harvested	report
48	TransNetR	0.8706				0.8016	54.60				–	Paper	Code	2023	linked, not harvested	report
49	Yolo-SAM 2	0.866				0.764					–	Paper	Code	2024	linked, not harvested	report
50	DDANet	0.8576				0.7800	69.59				–	Paper	Code	2020	linked, not harvested	report
51	DoubleUnet-DCA	0.8516				0.7434					–	Paper	Code	2023	linked, not harvested	report
52	ResUNet++ + TTA + CRF	0.8508				0.7800	69.59				–	Paper	Code	2021	linked, not harvested	report
53	U-Net++	0.8210	0.048	0.862	0.910						–	Paper	Code	2018	5 of 28 ran · 23 unverified	report
54	ColonSegNet	0.8206				0.7239	182.38				–	Paper	Code	2020	linked, not harvested	report
55	U-Net	0.8180	0.055	0.858	0.893						–	Paper	Code	2015	510 of 757 ran · 247 unverified	report
56	ResUNet++	0.8133									–	Paper	Code	2019	2 of 4 ran · 2 unverified	report
57	ResUNet	0.7877									–	Paper	Code	2019	linked, not harvested	report
58	RUPNet	0.7658				0.6553	152.60				–	Paper	–	2023	no code linked	report

All 58 rows shown. 58 link to a paper page on this site; 0 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 8 rows have a graph line, from 7 distinct papers; 7 rows (6 papers) have at least one sample that ran. Counting each paper once: Syntology ran 544 of 834 samples; 290 unverified. Separately, 464 of those 834 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

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