Medical Image Segmentation on ISIC 2018

Metric: mean Dice (higher is better)

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#	Model↕	mean Dice▼	Extra Data	Paper	Date↕	Code
1	Polar Res-U-Net++	0.9253	No	-	-	Code
2	DuAT	0.923	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
3	ProMISe	0.921	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
4	RMSM UNet + DF-RAM +EF-RAM	0.9152	No	Automated skin lesion segmentation using multi-s...	2021-11-16	-
5	BAT	0.912	No	Boundary-aware Transformers for Skin Lesion Segm...	2021-10-08	Code
6	SegMed	0.911	No	-	-	-
7	MobileUNETR	0.9074	No	MobileUNETR: A Lightweight End-To-End Hybrid Vis...	2024-09-04	Code
8	DermoSegDiff-A	0.9005	No	DermoSegDiff: A Boundary-aware Segmentation Diff...	2023-08-05	Code
9	DoubleU-Net	0.8962	No	DoubleU-Net: A Deep Convolutional Neural Network...	2020-06-08	Code
10	MCGU-Net	0.895	No	Multi-level Context Gating of Embedded Collectiv...	2020-03-10	Code
11	MSRF-Net	0.8813	No	MSRF-Net: A Multi-Scale Residual Fusion Network ...	2021-05-16	Code
12	Attn U-Net + Multi-Input + FTL	0.856	No	A Novel Focal Tversky loss function with improve...	2018-10-18	Code
13	AIM++ (256x256, 1.5m parameters, 10% labeled data, no pretraining)	0.85	No	Inconsistency Masks: Removing the Uncertainty fr...	2024-01-25	Code
14	BCDU-net	0.847	No	Bi-Directional ConvLSTM U-Net with Densley Conne...	2019-08-31	Code
15	U-Net + FTL	0.829	No	A Novel Focal Tversky loss function with improve...	2018-10-18	Code
16	Attn U-Net + DL	0.806	No	A Novel Focal Tversky loss function with improve...	2018-10-18	Code

#1Polar Res-U-Net++
0.9253
mean Dice
No paperCode
#2DuATSOTA
0.923
mean Dice· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#3ProMISe
0.921
mean Dice· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM Code
#4RMSM UNet + DF-RAM +EF-RAMSOTA
0.9152
mean Dice· 2021-11-16
Automated skin lesion segmentation using multi-scale feature extraction scheme and dual-attention mechanism
#5BATSOTA
0.912
mean Dice· 2021-10-08
Boundary-aware Transformers for Skin Lesion Segmentation Code
#6SegMed
0.911
mean Dice
No paper
#7MobileUNETR
0.9074
mean Dice· 2024-09-04
MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation Code
#8DermoSegDiff-A
0.9005
mean Dice· 2023-08-05
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Code
#9DoubleU-NetSOTA
0.8962
mean Dice· 2020-06-08
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Code
#10MCGU-NetSOTA
0.895
mean Dice· 2020-03-10
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation Code
#11MSRF-Net
0.8813
mean Dice· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation Code
#12Attn U-Net + Multi-Input + FTLSOTA
0.856
mean Dice· 2018-10-18
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation Code
#13AIM++ (256x256, 1.5m parameters, 10% labeled data, no pretraining)
0.85
mean Dice· 2024-01-25
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs Code
#14BCDU-net
0.847
mean Dice· 2019-08-31
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Code
#15U-Net + FTL
0.829
mean Dice· 2018-10-18
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation Code
#16Attn U-Net + DL
0.806
mean Dice· 2018-10-18
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation Code