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

Metric: Dice (higher is better)

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#	Model↕	Dice▼	Extra Data	Paper	Date↕	Code
1	YOLO-SAM 2	0.902	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
2	LGRNet	0.865	No	LGRNet: Local-Global Reciprocal Network for Uter...	2024-07-08	Code
3	SALI	0.822	No	SALI: Short-term Alignment and Long-term Interac...	2024-06-19	Code
4	AutoSAM	0.759	No	AutoSAM: Adapting SAM to Medical Images by Overl...	2023-06-10	-
5	PNS+	0.737	No	Video Polyp Segmentation: A Deep Learning Perspe...	2022-03-27	Code
6	MAT	0.712	No	-	-	Code
7	ACSNet	0.708	No	-	-	-
8	2/3D	0.706	No	-	-	-
9	FSNet	0.699	No	Full-Duplex Strategy for Video Object Segmentation	2021-08-06	Code
10	PNSNet	0.675	No	Progressively Normalized Self-Attention Network ...	2021-05-18	Code
11	COSNet	0.606	No	See More, Know More: Unsupervised Video Object S...	2020-01-19	Code
12	PraNet	0.598	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
13	SANet	0.598	No	Shallow Attention Network for Polyp Segmentation	2021-08-02	Code
14	PCSA	0.584	No	-	-	-
15	DCF	0.317	No	-	-	Code
16	AMD	0.252	No	The Emergence of Objectness: Learning Zero-Shot ...	2021-11-11	Code

#1YOLO-SAM 2SOTA
0.902
Dice· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#2LGRNetSOTA
0.865
Dice· 2024-07-08
LGRNet: Local-Global Reciprocal Network for Uterine Fibroid Segmentation in Ultrasound Videos Code
#3SALISOTA
0.822
Dice· 2024-06-19
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation Code
#4AutoSAMSOTA
0.759
Dice· 2023-06-10
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
#5PNS+SOTA
0.737
Dice· 2022-03-27
Video Polyp Segmentation: A Deep Learning Perspective Code
#6MAT
0.712
Dice
No paperCode
#7ACSNet
0.708
Dice
No paper
#82/3D
0.706
Dice
No paper
#9FSNetSOTA
0.699
Dice· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation Code
#10PNSNetSOTA
0.675
Dice· 2021-05-18
Progressively Normalized Self-Attention Network for Video Polyp Segmentation Code
#11COSNetSOTA
0.606
Dice· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks Code
#12PraNet
0.598
Dice· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#13SANet
0.598
Dice· 2021-08-02
Shallow Attention Network for Polyp Segmentation Code
#14PCSA
0.584
Dice
No paper
#15DCF
0.317
Dice
No paperCode
#16AMD
0.252
Dice· 2021-11-11
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos Code