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 4626–4650 of 5035 papers

Title	Date	Tasks	Status
Mapping Vulnerable Populations with AI	Jul 29, 2021	HumanitarianImage Segmentation	—Unverified
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation	Oct 29, 2024	Decision MakingDiagnostic	—Unverified
Marginal Thresholding in Noisy Image Segmentation	Apr 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Marginal Weighted Maximum Log-likelihood for Efficient Learning of Perturb-and-Map models	Nov 21, 2018	Image SegmentationSemantic Segmentation	—Unverified
RISAM: Referring Image Segmentation via Mutual-Aware Attention Features	Nov 27, 2023	DecoderImage Segmentation	—Unverified
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation	Mar 11, 2025	Image SegmentationPanoptic Segmentation	—Unverified
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation	Jan 25, 2021	Data AugmentationImage Segmentation	—Unverified
Masked Image Modeling Advances 3D Medical Image Analysis	Apr 25, 2022	Contrastive LearningDecoder	—Unverified
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain	Feb 9, 2024	Contrastive LearningImage Segmentation	—Unverified
Mask Factory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation	Dec 26, 2024	Dichotomous Image SegmentationImage Segmentation	—Unverified
Mask-guided sample selection for Semi-Supervised Instance Segmentation	Aug 25, 2020	Active LearningImage Segmentation	—Unverified
MaskRange: A Mask-classification Model for Range-view based LiDAR Segmentation	Jun 24, 2022	ClassificationData Augmentation	—Unverified
MaskSAM: Towards Auto-prompt SAM with Mask Classification for Medical Image Segmentation	Mar 21, 2024	DecoderImage Segmentation	—Unverified
MaskUno: Switch-Split Block For Enhancing Instance Segmentation	Jul 31, 2024	Image SegmentationInstance Segmentation	—Unverified
MASNet:Improve Performance of Siamese Networks with Mutual-attention for Remote Sensing Change Detection Tasks	Jun 6, 2022	Change DetectionDecoder	—Unverified
Massively Parallel Benders Decomposition for Correlation Clustering	Feb 15, 2019	Clusteringgraph partitioning	—Unverified
Mass Segmentation in Automated 3-D Breast Ultrasound Using Dual-Path U-net	Sep 17, 2021	Breast Cancer DetectionImage Segmentation	—Unverified
SAM^Med: A medical image annotation framework based on large vision model	Jul 11, 2023	Image SegmentationLiver Segmentation	—Unverified
Matlab Implementation of Machine Vision Algorithm on Ballast Degradation Evaluation	Apr 24, 2018	Image SegmentationSemantic Segmentation	—Unverified
MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation	Dec 20, 2020	DecoderImage Segmentation	—Unverified
Maximin affinity learning of image segmentation	Dec 1, 2009	BIG-bench Machine Learninggraph partitioning	—Unverified
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation	Nov 11, 2024	Domain GeneralizationImage Segmentation	—Unverified
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation	Dec 22, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Mayfly optimization with deep learning enabled retinal fundus image classification model	Sep 1, 2022	image-classificationImage Classification	—Unverified
MCICSAM: Monte Carlo-guided Interpolation Consistency Segment Anything Model for Semi-Supervised Prostate Zone Segmentation	Sep 20, 2024	Image SegmentationSegmentation	—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