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 3076–3100 of 5035 papers

Title	Date	Tasks	Status
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing	Sep 12, 2023	Image SegmentationReal-Time Semantic Segmentation	—Unverified
Recent Advances of Generic Object Detection with Deep Learning: A Review	Dec 19, 2020	Action RecognitionData Augmentation	—Unverified
Recent progress in semantic image segmentation	Sep 20, 2018	Image SegmentationSegmentation	—Unverified
ReCoRe: Regularized Contrastive Representation Learning of World Model	Dec 14, 2023	Contrastive LearningDenoising	—Unverified
Recurrent Fully Convolutional Networks for Video Segmentation	Jun 1, 2016	Change DetectionImage Segmentation	—Unverified
Recurrent Segmentation for Variable Computational Budgets	Nov 28, 2017	Image SegmentationSegmentation	—Unverified
Recyclable Waste Identification Using CNN Image Recognition and Gaussian Clustering	Nov 2, 2020	ClassificationClustering	—Unverified
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement	Sep 14, 2023	Decision MakingImage Segmentation	—Unverified
Redesigning Out-of-Distribution Detection on 3D Medical Images	Aug 7, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation	Nov 28, 2022	Domain AdaptationImage Segmentation	—Unverified
Referring Image Segmentation by Generative Adversarial Learning	Apr 20, 2020	Image SegmentationReferring Expression	—Unverified
Referring Remote Sensing Image Segmentation via Bidirectional Alignment Guided Joint Prediction	Feb 12, 2025	Image SegmentationSemantic Segmentation	—Unverified
Refer to Anything with Vision-Language Prompts	Jun 5, 2025	BenchmarkingGeneralized Referring Expression Segmentation	—Unverified
Reflection methods for user-friendly submodular optimization	Nov 18, 2013	Image SegmentationSemantic Segmentation	—Unverified
RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation	Dec 7, 2024	DecoderImage Segmentation	—Unverified
Regional Active Contours based on Variational level sets and Machine Learning for Image Segmentation	Oct 31, 2015	BIG-bench Machine LearningImage Segmentation	—Unverified
Regional Interactive Image Segmentation Networks	Oct 1, 2017	Image SegmentationInteractive Segmentation	—Unverified
Region-based Segmentation and Object Detection	Dec 1, 2009	General ClassificationImage Segmentation	—Unverified
Region Growing with Convolutional Neural Networks for Biomedical Image Segmentation	Sep 23, 2020	Computational EfficiencyImage Segmentation	—Unverified
Region-Guided Attack on the Segment Anything Model (SAM)	Nov 5, 2024	Autonomous DrivingImage Segmentation	—Unverified
Regression of Instance Boundary by Aggregated CNN and GCN	Aug 1, 2020	Image Segmentationregression	—Unverified
Regular Partitions and Their Use in Structural Pattern Recognition	Sep 16, 2019	ClusteringImage Segmentation	—Unverified
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications	Feb 20, 2025	Decision MakingDeep Reinforcement Learning	—Unverified
Re-initialization-free Level Set Method via Molecular Beam Epitaxy Equation Regularization for Image Segmentation	Oct 13, 2023	Computational EfficiencyImage Segmentation	—Unverified
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization	Jul 29, 2020	ClassificationData Augmentation	—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