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 4701–4725 of 5035 papers

Title	Date	Tasks	Status
Domain Adaptation for the Segmentation of Confidential Medical Images	Jan 2, 2021	Domain AdaptationImage Segmentation	CodeCode Available
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation	Jun 18, 2024	Federated Learningimage-classification	CodeCode Available
SHREC 2022: pothole and crack detection in the road pavement using images and RGB-D data	May 26, 2022	Image SegmentationSegmentation	CodeCode Available
Probabilistic Domain Adaptation for Biomedical Image Segmentation	Mar 21, 2023	Domain AdaptationImage Segmentation	CodeCode Available
Towards Resilient and Secure Smart Grids against PMU Adversarial Attacks: A Deep Learning-Based Robust Data Engineering Approach	Jun 6, 2023	Adversarial AttackColor Image Denoising	CodeCode Available
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation	May 15, 2025	Domain AdaptationImage Segmentation	CodeCode Available
Towards Robust General Medical Image Segmentation	Jul 9, 2021	image-classificationImage Classification	CodeCode Available
UnSegMedGAT: Unsupervised Medical Image Segmentation using Graph Attention Networks Clustering	Nov 4, 2024	ClusteringGraph Attention	CodeCode Available
Historical Document Image Segmentation with LDA-Initialized Deep Neural Networks	Oct 19, 2017	Image SegmentationSemantic Segmentation	CodeCode Available
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	May 20, 2024	Generative Adversarial NetworkImage Segmentation	CodeCode Available
Boundary-weighted Domain Adaptive Neural Network for Prostate MR Image Segmentation	Feb 21, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Anchor Diffusion for Unsupervised Video Object Segmentation	Oct 24, 2019	Image SegmentationObject	CodeCode Available
DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image Segmentation	Nov 17, 2024	Image SegmentationSegmentation	CodeCode Available
Prohibited Items Segmentation via Occlusion-aware Bilayer Modeling	Jun 13, 2025	DecoderImage Segmentation	CodeCode Available
High-Throughput Phenotyping using Computer Vision and Machine Learning	Jul 8, 2024	Image SegmentationOptical Character Recognition	CodeCode Available
Anatomical Priors for Image Segmentation via Post-Processing with Denoising Autoencoders	Jun 5, 2019	DenoisingImage Segmentation	CodeCode Available
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary data	May 6, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Towards Surgical Context Inference and Translation to Gestures	Feb 28, 2023	Image SegmentationScene Segmentation	CodeCode Available
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape Matching	Jan 1, 2025	GPUImage Segmentation	CodeCode Available
Hierarchical Superpixel Segmentation via Structural Information Theory	Jan 13, 2025	graph constructiongraph partitioning	CodeCode Available
Simple is what you need for efficient and accurate medical image segmentation	Jun 16, 2025	feature selectionImage Segmentation	CodeCode Available
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation	Jun 26, 2024	Continual LearningDomain Generalization	CodeCode Available
Hierarchical Roofline Performance Analysis for Deep Learning Applications	Sep 11, 2020	Deep LearningGPU	CodeCode Available
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation	Jun 12, 2024	Image SegmentationSegmentation	CodeCode Available
SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction	Jun 2, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available

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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