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
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images	Jun 11, 2017	Computational EfficiencyImage Segmentation	—Unverified
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images	Apr 12, 2025	Image SegmentationSegmentation	—Unverified
A Characteristic Function-based Algorithm for Geodesic Active Contours	Jul 1, 2020	Image SegmentationLesion Segmentation	—Unverified
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging	Apr 21, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding	Dec 9, 2015	Edge DetectionImage Segmentation	—Unverified
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation	Oct 14, 2024	Contrastive LearningImage Segmentation	—Unverified
A Finite Element Computational Framework for Active Contours on Graphs	Oct 12, 2017	Image SegmentationSemantic Segmentation	—Unverified
A First Derivative Potts Model for Segmentation and Denoising Using ILP	Sep 21, 2017	DenoisingImage Segmentation	—Unverified
A Formal Evaluation of PSNR as Quality Measurement Parameter for Image Segmentation Algorithms	May 23, 2016	Image SegmentationSegmentation	—Unverified
A Formalization of Image Vectorization by Region Merging	Sep 24, 2024	Image SegmentationQuantization	—Unverified
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation	Oct 20, 2021	DecoderGPU	—Unverified
A fully automated framework for lung tumour detection, segmentation and analysis	Jan 4, 2018	Image SegmentationSemantic Segmentation	—Unverified
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—Unverified
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation	Jun 14, 2020	Image SegmentationSemantic Segmentation	—Unverified
A Generative Victim Model for Segmentation	Dec 10, 2024	Adversarial AttackImage Generation	—Unverified
A Gentle Introduction to Deep Learning in Medical Image Processing	Oct 12, 2018	Deep LearningImage Registration	—Unverified
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries	Sep 19, 2023	Image SegmentationSegmentation	—Unverified
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation	Apr 3, 2025	Image SegmentationKnowledge Distillation	—Unverified
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model	Dec 8, 2023	Denoisingglobal-optimization	—Unverified
A Graph Multi-separator Problem for Image Segmentation	Jul 10, 2023	Combinatorial OptimizationImage Segmentation	—Unverified
A High-Order Scheme for Image Segmentation via a modified Level-Set method	Dec 7, 2018	Image SegmentationSemantic Segmentation	—Unverified
A hybrid approach based segmentation technique for brain tumor in MRI Images	Mar 8, 2016	Image SegmentationMedical Image Segmentation	—Unverified
A hybrid approach for improving U-Net variants in medical image segmentation	Jul 31, 2023	Image SegmentationLesion Segmentation	—Unverified
A Hybrid mmWave and Camera System for Long-Range Depth Imaging	Jun 15, 2021	Depth EstimationImage 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