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

Metric: weighted F-measure (higher is better)

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#	Model↕	weighted F-measure▼	Extra Data	Paper	Date↕	Code
1	SALI	0.79	No	SALI: Short-term Alignment and Long-term Interac...	2024-06-19	Code
2	AutoSAM	0.714	No	AutoSAM: Adapting SAM to Medical Images by Overl...	2023-06-10	-
3	PNS+	0.653	No	Video Polyp Segmentation: A Deep Learning Perspe...	2022-03-27	Code
4	ACSNet	0.636	No	-	-	-
5	2/3D	0.634	No	-	-	-
6	PNSNet	0.609	No	Progressively Normalized Self-Attention Network ...	2021-05-18	Code
7	MAT	0.578	No	-	-	Code
8	PraNet	0.544	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
9	FSNet	0.541	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
10	SANet	0.526	No	Shallow Attention Network for Polyp Segmentation	2021-08-02	Code
11	COSNet	0.443	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
12	PCSA	0.443	No	-	-	-
13	DCF	0.263	No	-	-	Code
14	AMD	0.128	No	The Emergence of Objectness: Learning Zero-Shot ...	2021-11-11	Code

#1SALISOTA
0.79
weighted F-measure· 2024-06-19
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation Code
#2AutoSAMSOTA
0.714
weighted F-measure· 2023-06-10
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
#3PNS+SOTA
0.653
weighted F-measure· 2022-03-27
Video Polyp Segmentation: A Deep Learning Perspective Code
#4ACSNet
0.636
weighted F-measure
No paper
#52/3D
0.634
weighted F-measure
No paper
#6PNSNetSOTA
0.609
weighted F-measure· 2021-05-18
Progressively Normalized Self-Attention Network for Video Polyp Segmentation Code
#7MAT
0.578
weighted F-measure
No paperCode
#8PraNetSOTA
0.544
weighted F-measure· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#9FSNet
0.541
weighted F-measure· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#10SANet
0.526
weighted F-measure· 2021-08-02
Shallow Attention Network for Polyp Segmentation Code
#11COSNetSOTA
0.443
weighted F-measure· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#12PCSA
0.443
weighted F-measure
No paper
#13DCF
0.263
weighted F-measure
No paperCode
#14AMD
0.128
weighted F-measure· 2021-11-11
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos Code