Medical Image Segmentation on LiTS2017

Metric: Dice (higher is better)

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#	Model↕	Dice▼	Extra Data	Paper	Date↕	Code
1	H-DenseUnet Liver	96.5	No	H-DenseUNet: Hybrid Densely Connected UNet for L...	2017-09-21	Code
2	KiU-Net 3D	94.23	No	KiU-Net: Overcomplete Convolutional Architecture...	2020-10-04	Code
3	U-Net LiS (MICCAI 17)	94	No	Liver Lesion Segmentation with slice-wise 2D Tir...	2019-05-09	Code
4	Polar U-Net	93.02	No	-	-	Code
5	Semantic Genesis	92.27	No	Learning Semantics-enriched Representation via S...	2020-07-14	Code
6	ModelGenesis	91.13	No	Models Genesis: Generic Autodidactic Models for ...	2019-08-19	Code
7	PVTFormer	86.78	No	CT Liver Segmentation via PVT-based Encoding and...	2024-01-17	Code
8	H-DenseUnet Lession	82.4	No	H-DenseUNet: Hybrid Densely Connected UNet for L...	2017-09-21	Code
9	UNet 3+	0.9675	No	UNet 3+: A Full-Scale Connected UNet for Medical...	2020-04-19	Code
10	UNet 3+ w/o DS	0.958	No	UNet 3+: A Full-Scale Connected UNet for Medical...	2020-04-19	Code

#1H-DenseUnet LiverSOTA
96.5
Dice· 2017-09-21
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes Code
#2KiU-Net 3D
94.23
Dice· 2020-10-04
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation Code
#3U-Net LiS (MICCAI 17)
94
Dice· 2019-05-09
Liver Lesion Segmentation with slice-wise 2D Tiramisu and Tversky loss function Code
#4Polar U-Net
93.02
Dice
No paperCode
#5Semantic Genesis
92.27
Dice· 2020-07-14
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration Code
#6ModelGenesis
91.13
Dice· 2019-08-19
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Code
#7PVTFormer
86.78
Dice· 2024-01-17
CT Liver Segmentation via PVT-based Encoding and Refined Decoding Code
#8H-DenseUnet Lession
82.4
Dice· 2017-09-21
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes Code
#9UNet 3+
0.9675
Dice· 2020-04-19
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Code
#10UNet 3+ w/o DS
0.958
Dice· 2020-04-19
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Code