Medical Image Segmentation on BKAI-IGH NeoPolyp-Small

Metric: Average Dice (higher is better)

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#	Model↕	Average Dice▼	Extra Data	Paper	Date↕	Code
1	RaBiT	0.94	No	RaBiT: An Efficient Transformer using Bidirectio...	2023-07-12	Code
2	EMCAD	0.9296	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
3	TransResU-Net	0.9154	No	TransResU-Net: Transformer based ResU-Net for Re...	2022-06-17	Code
4	TGANet	0.9023	No	TGANet: Text-guided attention for improved polyp...	2022-05-09	Code
5	NeoUNet	0.80723	No	NeoUNet: Towards accurate colon polyp segmentati...	2021-07-11	-
6	FocalUNet	0.8021	No	Focal-UNet: UNet-like Focal Modulation for Medic...	2022-12-19	Code
7	BlazeNeo	0.78802	No	BlazeNeo: Blazing fast polyp segmentation and ne...	2022-02-28	Code
8	ColonSegNet	0.6881	No	Real-Time Polyp Detection, Localization and Segm...	2020-11-15	Code

#1RaBiTSOTA
0.94
Average Dice· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation Code
#2EMCAD
0.9296
Average Dice· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#3TransResU-NetSOTA
0.9154
Average Dice· 2022-06-17
TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation Code
#4TGANetSOTA
0.9023
Average Dice· 2022-05-09
TGANet: Text-guided attention for improved polyp segmentation Code
#5NeoUNetSOTA
0.80723
Average Dice· 2021-07-11
NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection
#6FocalUNet
0.8021
Average Dice· 2022-12-19
Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation Code
#7BlazeNeo
0.78802
Average Dice· 2022-02-28
BlazeNeo: Blazing fast polyp segmentation and neoplasm detection Code
#8ColonSegNetSOTA
0.6881
Average Dice· 2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning Code