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 1801–1825 of 5035 papers

Title	Date	Tasks	Status
Clicking Matters:Towards Interactive Human Parsing	Nov 11, 2021	Human ParsingImage Segmentation	—Unverified
Faster Multi-Object Segmentation Using Parallel Quadratic Pseudo-Boolean Optimization	Jan 1, 2021	Image SegmentationSegmentation	—Unverified
DSCnet: Replicating Lidar Point Clouds with Deep Sensor Cloning	Nov 17, 2018	Autonomous VehiclesDepth Estimation	—Unverified
Clicks2Line: Using Lines for Interactive Image Segmentation	Apr 29, 2024	Image SegmentationInteractive Segmentation	—Unverified
ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation	Feb 8, 2024	Image SegmentationSemantic Segmentation	—Unverified
Fast image segmentation and restoration using parametric curve evolution with junctions and topology changes	Aug 10, 2013	DenoisingImage Segmentation	—Unverified
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks	Jul 11, 2025	image-classificationImage Classification	—Unverified
GeoF: Geodesic Forests for Learning Coupled Predictors	Jun 1, 2013	Image SegmentationSegmentation	—Unverified
Fast probabilistic snake algorithm	Nov 14, 2024	Image SegmentationSemantic Segmentation	—Unverified
Fast Recurrent Fully Convolutional Networks for Direct Perception in Autonomous Driving	Nov 17, 2017	Autonomous DrivingGeneral Classification	—Unverified
A new Level-set based Protocol for Accurate Bone Segmentation from CT Imaging	May 12, 2015	Image CroppingImage Deconvolution	—Unverified
DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning	Sep 26, 2024	Domain AdaptationGPU	—Unverified
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation	Mar 10, 2018	Autonomous DrivingDepth Estimation	—Unverified
Fast Semantic Image Segmentation with High Order Context and Guided Filtering	May 13, 2016	Image SegmentationSemantic Segmentation	—Unverified
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation	Nov 29, 2023	Cloud DetectionImage Segmentation	—Unverified
Fast Submodular Function Maximization	May 15, 2023	Document SummarizationImage Segmentation	—Unverified
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation	Mar 14, 2020	Image SegmentationSemantic Segmentation	—Unverified
Fast unsupervised Bayesian image segmentation with adaptive spatial regularisation	Feb 5, 2015	ClusteringDenoising	—Unverified
FaultNet: Faulty Rail-Valves Detection using Deep Learning and Computer Vision	Nov 9, 2019	Defect DetectionFault Detection	—Unverified
Closed-Form Training of Conditional Random Fields for Large Scale Image Segmentation	Mar 27, 2014	FormImage Segmentation	—Unverified
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage Segmentation	—Unverified
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images	Jul 29, 2022	DecoderImage Segmentation	—Unverified
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation	May 11, 2024	Data AugmentationDomain Adaptation	—Unverified
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image	Nov 11, 2023	Image SegmentationSegmentation	—Unverified
DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder	Nov 5, 2021	Autonomous VehiclesImage 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