OpenCodePapers

video-polyp-segmentation-on-sun-seg-hard

Medical Image SegmentationVideo Polyp Segmentation

Results over time

Click legend items to toggle metrics. Hover points for model names.

Leaderboard

Paper	Code	Dice	S-Measure	mean E-measure	weighted F-measure	mean F-measure	Sensitivity	mean IoU	ModelName	ReleaseDate
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model	✓ Link	0.902	0.894	0.941		0.932	0.852		YOLO-SAM 2	2024-09-14
LGRNet: Local-Global Reciprocal Network for Uterine Fibroid Segmentation in Ultrasound Videos	✓ Link	0.865						0.792	LGRNet	2024-07-08
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation	✓ Link	0.822	0.874	0.920	0.790	0.822	0.830		SALI	2024-06-19
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder		0.759	0.822	0.866	0.714	0.764	0.726		AutoSAM	2023-06-10
Video Polyp Segmentation: A Deep Learning Perspective	✓ Link	0.737	0.797	0.793	0.653	0.709	0.623		PNS+	2022-03-27
MATNet: Motion-Attentive Transition Network for Zero-Shot Video Object Segmentation	✓ Link	0.712	0.785	0.755	0.578	0.645	0.579		MAT	2020-08-20
[]()		0.708	0.783	0.787	0.636	0.684	0.618		ACSNet
[]()		0.706	0.786	0.775	0.634	0.688	0.607		2/3D
Full-Duplex Strategy for Video Object Segmentation	✓ Link	0.699	0.724	0.694	0.541	0.611	0.491		FSNet	2021-08-06
Progressively Normalized Self-Attention Network for Video Polyp Segmentation	✓ Link	0.675	0.767	0.755	0.609	0.656	0.579		PNSNet	2021-05-18
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks	✓ Link	0.606	0.670	0.627	0.443	0.506	0.380		COSNet	2020-01-19
PraNet: Parallel Reverse Attention Network for Polyp Segmentation	✓ Link	0.598	0.717	0.735	0.544	0.607	0.512		PraNet	2020-06-13
Shallow Attention Network for Polyp Segmentation	✓ Link	0.598	0.706	0.743	0.526	0.580	0.505		SANet	2021-08-02
[]()		0.584	0.682	0.660	0.443	0.510	0.415		PCSA
Dynamic Context-Sensitive Filtering Network for Video Salient Object Detection	✓ Link	0.317	0.514	0.522	0.263	0.303	0.364		DCF	2021-01-01
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos	✓ Link	0.252	0.472	0.527	0.128	0.141	0.213		AMD	2021-11-11
UNet++: A Nested U-Net Architecture for Medical Image Segmentation	✓ Link						0.467		UNet++	2018-07-18
U-Net: Convolutional Networks for Biomedical Image Segmentation	✓ Link						0.429		UNet	2015-05-18