Medical Image Segmentation on SUN-SEG-Hard (Unseen)

Metric: S-Measure (higher is better)

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#	Model↕	S-Measure▼	Extra Data	Paper	Date↕	Code
1	YOLO-SAM 2	0.894	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
2	SALI	0.874	No	SALI: Short-term Alignment and Long-term Interac...	2024-06-19	Code
3	AutoSAM	0.822	No	AutoSAM: Adapting SAM to Medical Images by Overl...	2023-06-10	-
4	PNS+	0.797	No	Video Polyp Segmentation: A Deep Learning Perspe...	2022-03-27	Code
5	2/3D	0.786	No	-	-	-
6	MAT	0.785	No	-	-	Code
7	ACSNet	0.783	No	-	-	-
8	PNSNet	0.767	No	Progressively Normalized Self-Attention Network ...	2021-05-18	Code
9	FSNet	0.724	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
10	PraNet	0.717	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
11	SANet	0.706	No	Shallow Attention Network for Polyp Segmentation	2021-08-02	Code
12	PCSA	0.682	No	-	-	-
13	COSNet	0.67	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
14	DCF	0.514	No	-	-	Code
15	AMD	0.472	No	The Emergence of Objectness: Learning Zero-Shot ...	2021-11-11	Code

#1YOLO-SAM 2SOTA
0.894
S-Measure· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#2SALISOTA
0.874
S-Measure· 2024-06-19
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation Code
#3AutoSAMSOTA
0.822
S-Measure· 2023-06-10
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
#4PNS+SOTA
0.797
S-Measure· 2022-03-27
Video Polyp Segmentation: A Deep Learning Perspective Code
#52/3D
0.786
S-Measure
No paper
#6MAT
0.785
S-Measure
No paperCode
#7ACSNet
0.783
S-Measure
No paper
#8PNSNetSOTA
0.767
S-Measure· 2021-05-18
Progressively Normalized Self-Attention Network for Video Polyp Segmentation Code
#9FSNet
0.724
S-Measure· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#10PraNetSOTA
0.717
S-Measure· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#11SANet
0.706
S-Measure· 2021-08-02
Shallow Attention Network for Polyp Segmentation Code
#12PCSA
0.682
S-Measure
No paper
#13COSNetSOTA
0.67
S-Measure· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#14DCF
0.514
S-Measure
No paperCode
#15AMD
0.472
S-Measure· 2021-11-11
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos Code