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
ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation	Mar 25, 2025	Image SegmentationLesion Segmentation	CodeCode Available	1
Disentangled Representations for Domain-generalized Cardiac Segmentation	Aug 26, 2020	AnatomyCardiac Segmentation	CodeCode Available	1
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows	May 30, 2021	GPUImage Segmentation	CodeCode Available	1
Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation	Apr 1, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	1
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1
A Unified Framework for U-Net Design and Analysis	May 31, 2023	DecoderImage Segmentation	CodeCode Available	1
Image-Based Relocalization and Alignment for Long-Term Monitoring of Dynamic Underwater Environments	Mar 6, 2025	Image SegmentationManagement	CodeCode Available	1
DocSegTr: An Instance-Level End-to-End Document Image Segmentation Transformer	Jan 27, 2022	Decision MakingDocument Layout Analysis	CodeCode Available	1
Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems	Mar 23, 2024	Dimensionality ReductionDomain Adaptation	CodeCode Available	1
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering	Dec 12, 2022	ClusteringGraph Neural Network	CodeCode Available	1
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image Segmentation	Mar 3, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
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
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic Experts	Apr 6, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass Segmentation	Mar 10, 2023	DenoisingImage Segmentation	CodeCode Available	1
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation	Jun 12, 2021	DecoderImage Segmentation	CodeCode Available	1
Auto-Compressing Subset Pruning for Semantic Image Segmentation	Jan 26, 2022	channel selectionImage Segmentation	CodeCode Available	1
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured Meshes	Nov 22, 2021	Image SegmentationSegmentation	CodeCode Available	1
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
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation	Dec 6, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation	Sep 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?	Jan 1, 2021	AllImage Segmentation	CodeCode Available	1
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation	Mar 24, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Input Augmentation with SAM: Boosting Medical Image Segmentation with Segmentation Foundation Model	Apr 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image Segmentation	Jan 28, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1

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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