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

Metric: Sensitivity (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Sensitivity▼	Extra Data	Paper	Date↕	Code
1	YOLO-SAM 2	0.852	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
2	SALI	0.83	No	SALI: Short-term Alignment and Long-term Interac...	2024-06-19	Code
3	AutoSAM	0.726	No	AutoSAM: Adapting SAM to Medical Images by Overl...	2023-06-10	-
4	PNS+	0.623	No	Video Polyp Segmentation: A Deep Learning Perspe...	2022-03-27	Code
5	ACSNet	0.618	No	-	-	-
6	2/3D	0.607	No	-	-	-
7	MAT	0.579	No	-	-	Code
8	PNSNet	0.579	No	Progressively Normalized Self-Attention Network ...	2021-05-18	Code
9	PraNet	0.512	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
10	SANet	0.505	No	Shallow Attention Network for Polyp Segmentation	2021-08-02	Code
11	FSNet	0.491	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
12	UNet++	0.467	No	UNet++: A Nested U-Net Architecture for Medical ...	2018-07-18	Code
13	UNet	0.429	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
14	PCSA	0.415	No	-	-	-
15	COSNet	0.38	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
16	DCF	0.364	No	-	-	Code
17	AMD	0.213	No	The Emergence of Objectness: Learning Zero-Shot ...	2021-11-11	Code

#1YOLO-SAM 2SOTA
0.852
Sensitivity· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#2SALISOTA
0.83
Sensitivity· 2024-06-19
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation Code
#3AutoSAMSOTA
0.726
Sensitivity· 2023-06-10
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
#4PNS+SOTA
0.623
Sensitivity· 2022-03-27
Video Polyp Segmentation: A Deep Learning Perspective Code
#5ACSNet
0.618
Sensitivity
No paper
#62/3D
0.607
Sensitivity
No paper
#7MAT
0.579
Sensitivity
No paperCode
#8PNSNetSOTA
0.579
Sensitivity· 2021-05-18
Progressively Normalized Self-Attention Network for Video Polyp Segmentation Code
#9PraNetSOTA
0.512
Sensitivity· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#10SANet
0.505
Sensitivity· 2021-08-02
Shallow Attention Network for Polyp Segmentation Code
#11FSNet
0.491
Sensitivity· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#12UNet++SOTA
0.467
Sensitivity· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Code
#13UNetSOTA
0.429
Sensitivity· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#14PCSA
0.415
Sensitivity
No paper
#15COSNet
0.38
Sensitivity· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#16DCF
0.364
Sensitivity
No paperCode
#17AMD
0.213
Sensitivity· 2021-11-11
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos Code