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Medical Image Segmentation
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SUN-SEG-Hard (Unseen)
Medical Image Segmentation on SUN-SEG-Hard (Unseen)
Metric: Sensitivity (higher is better)
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Model name (A→Z)
#
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
#1
YOLO-SAM 2
SOTA
0.852
Sensitivity
· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model
Code
#2
SALI
SOTA
0.83
Sensitivity
· 2024-06-19
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation
Code
#3
AutoSAM
SOTA
0.726
Sensitivity
· 2023-06-10
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
#4
PNS+
SOTA
0.623
Sensitivity
· 2022-03-27
Video Polyp Segmentation: A Deep Learning Perspective
Code
#5
ACSNet
0.618
Sensitivity
No paper
#6
2/3D
0.607
Sensitivity
No paper
#7
MAT
0.579
Sensitivity
No paper
Code
#8
PNSNet
SOTA
0.579
Sensitivity
· 2021-05-18
Progressively Normalized Self-Attention Network for Video Polyp Segmentation
Code
#9
PraNet
SOTA
0.512
Sensitivity
· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation
Code
#10
SANet
0.505
Sensitivity
· 2021-08-02
Shallow Attention Network for Polyp Segmentation
Code
#11
FSNet
0.491
Sensitivity
· 2021-08-06
Full-Duplex Strategy for Video Object Segmentation
Code
#12
UNet++
SOTA
0.467
Sensitivity
· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Code
#13
UNet
SOTA
0.429
Sensitivity
· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation
Code
#14
PCSA
0.415
Sensitivity
No paper
#15
COSNet
0.38
Sensitivity
· 2020-01-19
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks
Code
#16
DCF
0.364
Sensitivity
No paper
Code
#17
AMD
0.213
Sensitivity
· 2021-11-11
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos
Code