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 2601–2625 of 5035 papers

Title	Date	Tasks	Status
Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation	Dec 21, 2019	Face SwappingImage Segmentation	—Unverified
Detecting diabetic retinopathy severity through fundus images using an ensemble of classifiers	Jul 31, 2023	Image SegmentationSemantic Segmentation	—Unverified
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps	Jul 6, 2021	Disease Predictionimage-classification	—Unverified
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders	Oct 3, 2023	Image RegistrationImage Segmentation	—Unverified
Detection and Tracking of Liquids with Fully Convolutional Networks	Jun 20, 2016	Deep LearningImage Segmentation	—Unverified
Detection of Customer Interested Garments in Surveillance Video using Computer Vision	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques	May 31, 2023	Image SegmentationSemantic Segmentation	—Unverified
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm	Dec 30, 2022	Image SegmentationSemantic Segmentation	—Unverified
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants	Apr 22, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation	Dec 19, 2022	Image SegmentationSegmentation	—Unverified
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—Unverified
Diagnostics in Semantic Segmentation	Sep 27, 2018	Image SegmentationScene Understanding	—Unverified
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation	Apr 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Contrastive LearningImage Segmentation	—Unverified
Differentiable Programming for Piecewise Polynomial Functions	Jan 1, 2021	DenoisingImage Segmentation	—Unverified
Differentiable Projection for Constrained Deep Learning	Nov 21, 2021	Deep LearningImage Segmentation	—Unverified
Differentiable Rendering: A Survey	Jun 22, 2020	Image Segmentationobject-detection	—Unverified
Differentiable Spline Approximations	Oct 4, 2021	3D Point Cloud ReconstructionBIG-bench Machine Learning	—Unverified
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation	Aug 1, 2023	BenchmarkingBrain Tumor Segmentation	—Unverified
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation	Jul 31, 2023	DenoisingImage Generation	—Unverified
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference	Apr 25, 2024	Decision MakingImage Segmentation	—Unverified
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models	Aug 12, 2024	DiagnosticDomain Adaptation	—Unverified
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation	Apr 1, 2024	Image SegmentationImage-to-Image Translation	—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