OpenCodePapers

video-polyp-segmentation-on-sun-seg-easy-unseen

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	0.90	0.9	93.8		93.8	83.7		YOLO-SAM 2	2024-09-14
LGRNet: Local-Global Reciprocal Network for Uterine Fibroid Segmentation in Ultrasound Videos	✓ Link	0.853						0.783	LGRNet	2024-07-08
SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation	✓ Link	0.825	0.870	0.920	0.794	0.831	0.811		SALI	2024-06-19
Video Polyp Segmentation: A Deep Learning Perspective	✓ Link	0.756	0.806	0.798	0.676	0.730	0.630		PNS+	2022-03-27
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder		0.753	0.815	0.855	0.716	0.774	0.672		AutoSAM	2023-06-10
		0.722	0.786	0.777	0.652	0.708	0.603		2/3D
		0.713	0.782	0.779	0.642	0.688	0.601		ACSNet
MATNet: Motion-Attentive Transition Network for Zero-Shot Video Object Segmentation	✓ Link	0.710	0.770	0.737	0.575	0.641	0.542		MAT	2020-08-20
Full-Duplex Strategy for Video Object Segmentation	✓ Link	0.702	0.725	0.695	0.551	0.630	0.493		FSNet	2021-08-06
Progressively Normalized Self-Attention Network for Video Polyp Segmentation	✓ Link	0.676	0.767	0.744	0.616	0.664	0.574		PNSNet	2021-05-18
Shallow Attention Network for Polyp Segmentation	✓ Link	0.649	0.720	0.745	0.566	0.634	0.521		SANet	2021-08-02
PraNet: Parallel Reverse Attention Network for Polyp Segmentation	✓ Link	0.621	0.733	0.753	0.572	0.632	0.524		PraNet	2020-06-13
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks	✓ Link	0.596	0.654	0.600	0.431	0.496	0.359		COSNet	2020-01-19
		0.592	0.680	0.660	0.451	0.519	0.398		PCSA
Dynamic Context-Sensitive Filtering Network for Video Salient Object Detection	✓ Link	0.325	0.523	0.514	0.270	0.312	0.340		DCF	2021-01-01
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos	✓ Link	0.266	0.474	0.533	0.133	0.146	0.222		AMD	2021-11-11
UNet++: A Nested U-Net Architecture for Medical Image Segmentation	✓ Link						0.457		UNet++	2018-07-18
U-Net: Convolutional Networks for Biomedical Image Segmentation	✓ Link						0.420		UNet	2015-05-18