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

Metric: mean E-measure (higher is better)

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#	Model↕	mean E-measure▼	Extra Data	Paper	Date↕	Code
1	YOLO-SAM 2	0.941	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
2	SALI	0.92	No	SALI: Short-term Alignment and Long-term Interac...	2024-06-19	Code
3	AutoSAM	0.866	No	AutoSAM: Adapting SAM to Medical Images by Overl...	2023-06-10	-
4	PNS+	0.793	No	Video Polyp Segmentation: A Deep Learning Perspe...	2022-03-27	Code
5	ACSNet	0.787	No	-	-	-
6	2/3D	0.775	No	-	-	-
7	MAT	0.755	No	-	-	Code
8	PNSNet	0.755	No	Progressively Normalized Self-Attention Network ...	2021-05-18	Code
9	SANet	0.743	No	Shallow Attention Network for Polyp Segmentation	2021-08-02	Code
10	PraNet	0.735	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
11	FSNet	0.694	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
12	PCSA	0.66	No	-	-	-
13	COSNet	0.627	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
14	AMD	0.527	No	The Emergence of Objectness: Learning Zero-Shot ...	2021-11-11	Code
15	DCF	0.522	No	-	-	Code

#1YOLO-SAM 2SOTA
0.941
mean E-measure· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#2SALISOTA
0.92
mean E-measure· 2024-06-19
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation Code
#3AutoSAMSOTA
0.866
mean E-measure· 2023-06-10
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
#4PNS+SOTA
0.793
mean E-measure· 2022-03-27
Video Polyp Segmentation: A Deep Learning Perspective Code
#5ACSNet
0.787
mean E-measure
No paper
#62/3D
0.775
mean E-measure
No paper
#7MAT
0.755
mean E-measure
No paperCode
#8PNSNetSOTA
0.755
mean E-measure· 2021-05-18
Progressively Normalized Self-Attention Network for Video Polyp Segmentation Code
#9SANet
0.743
mean E-measure· 2021-08-02
Shallow Attention Network for Polyp Segmentation Code
#10PraNetSOTA
0.735
mean E-measure· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#11FSNet
0.694
mean E-measure· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#12PCSA
0.66
mean E-measure
No paper
#13COSNetSOTA
0.627
mean E-measure· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#14AMD
0.527
mean E-measure· 2021-11-11
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos Code
#15DCF
0.522
mean E-measure
No paperCode