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 2851–2875 of 5035 papers

Title	Date	Tasks	Status
Using Diffusion Priors for Video Amodal Segmentation	Dec 5, 2024	Image SegmentationObject	—Unverified
Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation	May 14, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Using GANs to Augment Data for Cloud Image Segmentation Task	Jun 6, 2021	Image SegmentationSegmentation	—Unverified
Using Soft Labels to Model Uncertainty in Medical Image Segmentation	Sep 26, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Using the Split Bregman Algorithm to Solve the Self-repelling Snake Model	Mar 28, 2020	Image SegmentationSegmentation	—Unverified
Utilizing Large Scale Vision and Text Datasets for Image Segmentation from Referring Expressions	Aug 30, 2016	Image CaptioningImage Segmentation	—Unverified
Utilizing Uncertainty Estimation in Deep Learning Segmentation of Fluorescence Microscopy Images with Missing Markers	Jan 27, 2021	Image SegmentationSegmentation	—Unverified
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation	Sep 16, 2020	DecoderImage Segmentation	—Unverified
Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images	Sep 4, 2024	Computed Tomography (CT)Density Estimation	—Unverified
Variance-insensitive and Target-preserving Mask Refinement for Interactive Image Segmentation	Dec 22, 2023	Image SegmentationSegmentation	—Unverified
Variational Image Segmentation Model Coupled with Image Restoration Achievements	May 9, 2014	Image RestorationImage Segmentation	—Unverified
Variational multichannel multiclass segmentation using unsupervised lifting with CNNs	Feb 4, 2023	Image SegmentationSegmentation	—Unverified
Variational reaction-diffusion systems for semantic segmentation	Apr 1, 2016	Image SegmentationSemantic Segmentation	—Unverified
Vehicle Image Generation Going Well with The Surroundings	Jul 9, 2018	ColorizationImage Generation	—Unverified
A Comparative Analysis of U-Net-based models for Segmentation of Cardiac MRI	Jan 18, 2024	Deep LearningImage Segmentation	—Unverified
Versatile Multiple Choice Learning and Its Application to Vision Computing	Jun 1, 2019	image-classificationImage Classification	—Unverified
Vertical Federated Image Segmentation	Jan 15, 2024	Feature CompressionFederated Learning	—Unverified
ViBERTgrid: A Jointly Trained Multi-Modal 2D Document Representation for Key Information Extraction from Documents	May 25, 2021	Image SegmentationKey Information Extraction	—Unverified
VICE: Visual Identification and Correction of Neural Circuit Errors	May 14, 2021	ClusteringImage Segmentation	—Unverified
VideoSAM: Open-World Video Segmentation	Oct 11, 2024	Autonomous DrivingDecoder	—Unverified
View2CAD: Reconstructing View-Centric CAD Models from Single RGB-D Scans	Apr 5, 2025	Image SegmentationSemantic Segmentation	—Unverified
View Classification and Object Detection in Cardiac Ultrasound to Localize Valves via Deep Learning	Oct 31, 2023	ClassificationImage Segmentation	—Unverified
NBV-SC: Next Best View Planning based on Shape Completion for Fruit Mapping and Reconstruction	Sep 30, 2022	Image SegmentationSemantic Segmentation	—Unverified
Virtual organelle self-coding for fluorescence imaging via adversarial learning	Sep 10, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified
Virtual-to-Real: Learning to Control in Visual Semantic Segmentation	Feb 1, 2018	Deep Reinforcement LearningImage 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