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

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Showing 4701–4725 of 5035 papers

Title	Date	Tasks	Status
Microplastic Identification Using AI-Driven Image Segmentation and GAN-Generated Ecological Context	Oct 25, 2024	Generative Adversarial NetworkImage Segmentation	—Unverified
Microvasculature Segmentation in Human BioMolecular Atlas Program (HuBMAP)	Aug 6, 2023	BenchmarkingImage Segmentation	—Unverified
MILCut: A Sweeping Line Multiple Instance Learning Paradigm for Interactive Image Segmentation	Jun 1, 2014	Image SegmentationInteractive Segmentation	—Unverified
Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation	May 24, 2022	Cardiac SegmentationDisentanglement	—Unverified
Minimizing Energy Costs in Deep Learning Model Training: The Gaussian Sampling Approach	Jun 11, 2024	Domain AdaptationDomain Generalization	—Unverified
Minimum Class Confusion based Transfer for Land Cover Segmentation in Rural and Urban Regions	Dec 5, 2022	Image SegmentationSegmentation	—Unverified
MIRAM: Masked Image Reconstruction Across Multiple Scales for Breast Lesion Risk Prediction	Mar 10, 2025	Image InpaintingImage Reconstruction	—Unverified
MiSuRe is all you need to explain your image segmentation	Jun 18, 2024	AllDecision Making	—Unverified
Mitigating False Predictions In Unreasonable Body Regions	Apr 24, 2024	Domain GeneralizationImage Segmentation	—Unverified
Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals	Dec 1, 2023	Image SegmentationLanguage Modeling	—Unverified
Mix-and-Match Tuning for Self-Supervised Semantic Segmentation	Dec 2, 2017	ColorizationImage Colorization	—Unverified
MixCL: Pixel label matters to contrastive learning	Mar 4, 2022	Contrastive LearningImage Segmentation	—Unverified
Mixed-Block Neural Architecture Search for Medical Image Segmentation	Feb 23, 2022	Decoderimage-classification	—Unverified
Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation	Apr 16, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Mixed-Query Transformer: A Unified Image Segmentation Architecture	Apr 6, 2024	Data AugmentationImage Segmentation	—Unverified
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications to Parallel Machine Learning and Multi-Label Image Segmentation	Oct 29, 2015	ClusteringDistributed Optimization	—Unverified
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications	Dec 1, 2015	ClusteringDistributed Optimization	—Unverified
Mixed-Supervised Dual-Network for Medical Image Segmentation	Jul 24, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Mixed-UNet: Refined Class Activation Mapping for Weakly-Supervised Semantic Segmentation with Multi-scale Inference	May 6, 2022	Computed Tomography (CT)Image Segmentation	—Unverified
Mixing Data Augmentation with Preserving Foreground Regions in Medical Image Segmentation	Apr 26, 2023	Data AugmentationDeep Learning	—Unverified
MixModule: Mixed CNN Kernel Module for Medical Image Segmentation	Oct 19, 2019	image-classificationImage Classification	—Unverified
Mixture Modeling of Global Shape Priors and Autoencoding Local Intensity Priors for Left Atrium Segmentation	Mar 6, 2019	Density EstimationImage Segmentation	—Unverified
Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation	Apr 13, 2025	Dictionary LearningDomain Generalization	—Unverified
Mixtures of Neural Cellular Automata: A Stochastic Framework for Growth Modelling and Self-Organization	Jun 25, 2025	Image SegmentationSemantic Segmentation	—Unverified
Mixup-Privacy: A simple yet effective approach for privacy-preserving segmentation	May 23, 2023	Brain SegmentationImage Segmentation	—Unverified

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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