Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1151–1175 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation	Feb 2, 2022	DecoderImage Segmentation	CodeCode Available	1	5
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation	Mar 21, 2022	Image SegmentationSegmentation	CodeCode Available	1	5
Augmenting Convolutional networks with attention-based aggregation	Dec 27, 2021	ClassificationImage Classification	CodeCode Available	1	5
DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation	Apr 28, 2020	DecoderImage Segmentation	CodeCode Available	1	5
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation	Jun 12, 2021	DecoderImage Segmentation	CodeCode Available	1	5
CateNorm: Categorical Normalization for Robust Medical Image Segmentation	Mar 29, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
A Unified Framework for U-Net Design and Analysis	May 31, 2023	DecoderImage Segmentation	CodeCode Available	1	5
Perivascular space Identification Nnunet for Generalised Usage (PINGU)	May 14, 2024	Image SegmentationSegmentation	CodeCode Available	1	5
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers	Mar 12, 2024	Clusteringgraph partitioning	CodeCode Available	1	5
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision	Mar 3, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Persuasion Strategies in Advertisements	Aug 20, 2022	Image SegmentationMarketing	CodeCode Available	1	5
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image Segmentation	Mar 3, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1	5
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation	Feb 8, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1	5
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation	Dec 21, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1	5
PhraseCut: Language-based Image Segmentation in the Wild	Aug 3, 2020	AttributeDiversity	CodeCode Available	1	5
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation	May 17, 2025	Image SegmentationMamba	CodeCode Available	1	5
MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain Generalization	Mar 22, 2023	AnatomyDisentanglement	CodeCode Available	1	5
Dynamic Dictionary Learning for Remote Sensing Image Segmentation	Mar 9, 2025	Dictionary LearningImage Segmentation	CodeCode Available	1	5
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	Feb 8, 2021	Image SegmentationMedical Image Analysis	CodeCode Available	1	5
Möbius Convolutions for Spherical CNNs	Jan 28, 2022	DescriptiveImage Segmentation	CodeCode Available	1	5
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation	Sep 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?	Jan 1, 2021	AllImage Segmentation	CodeCode Available	1	5
E1D3 U-Net for Brain Tumor Segmentation: Submission to the RSNA-ASNR-MICCAI BraTS 2021 Challenge	Oct 6, 2021	Brain Tumor SegmentationDecoder	CodeCode Available	1	5
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation	Dec 7, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1	5
NeRD: Neural Representation of Distribution for Medical Image Segmentation	Mar 6, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1	5

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified