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 4601–4625 of 5035 papers

Title	Date	Tasks	Status
Locate then Segment: A Strong Pipeline for Referring Image Segmentation	Mar 30, 2021	Generalized Referring Expression SegmentationImage Segmentation	—Unverified
Location Dependent Dirichlet Processes	Jul 2, 2017	Gaussian ProcessesImage Segmentation	—Unverified
LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery	Jun 24, 2024	Image SegmentationSegmentation	—Unverified
LooseCut: Interactive Image Segmentation with Loosely Bounded Boxes	Jul 11, 2015	Image SegmentationObject	—Unverified
Loss Max-Pooling for Semantic Image Segmentation	Apr 10, 2017	Image SegmentationSegmentation	—Unverified
Low-light Enhancement Method Based on Attention Map Net	Aug 19, 2022	Image EnhancementImage Segmentation	—Unverified
Low-Rank Mixture-of-Experts for Continual Medical Image Segmentation	Jun 19, 2024	Continual LearningImage Segmentation	—Unverified
LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation	Jan 1, 2024	Image SegmentationSemantic Segmentation	—Unverified
LSegDiff: A Latent Diffusion Model for Medical Image Segmentation	Dec 7, 2023	DecoderImage Generation	—Unverified
LSM: Learning Subspace Minimization for Low-level Vision	Apr 20, 2020	Image SegmentationOptical Flow Estimation	—Unverified
Language-guided Scale-aware MedSegmentor for Lesion Segmentation in Medical Imaging	Aug 30, 2024	DiagnosticImage Segmentation	—Unverified
L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation	Feb 11, 2021	Image SegmentationMedical Image Segmentation	—Unverified
LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical Images	Jan 27, 2025	Image SegmentationMedical Image Segmentation	—Unverified
LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation	Mar 16, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Lumos in the Night Sky: AI-enabled Visual Tool for Exploring Night-Time Light Patterns	Jun 5, 2023	ClusteringData Visualization	—Unverified
Lung Diseases Image Segmentation using Faster R-CNNs	Sep 10, 2023	Image SegmentationRegion Proposal	—Unverified
Lung image segmentation by generative adversarial networks	Jul 30, 2019	Image SegmentationSegmentation	—Unverified
Lung nodules segmentation from CT with DeepHealth toolkit	Aug 1, 2022	Image SegmentationMedical Image Segmentation	—Unverified
M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation	Jun 14, 2023	DecoderImage Segmentation	—Unverified
Machine Learning-based Automatic Graphene Detection with Color Correction for Optical Microscope Images	Mar 24, 2021	BIG-bench Machine LearningImage Segmentation	—Unverified
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications	Nov 6, 2019	BIG-bench Machine LearningClustering	—Unverified
MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation	Nov 21, 2021	DecoderImage Segmentation	—Unverified
MAL: Cluster-Masked and Multi-Task Pretraining for Enhanced xLSTM Vision Performance	Dec 14, 2024	DecoderDepth Estimation	—Unverified
MAMBO-NET: Multi-Causal Aware Modeling Backdoor-Intervention Optimization for Medical Image Segmentation Network	May 28, 2025	Causal InferenceImage Segmentation	—Unverified
Mammogram Edge Detection Using Hybrid Soft Computing Methods	Jul 17, 2013	Edge DetectionImage 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