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 2476–2500 of 5035 papers

Title	Date	Tasks	Status
Inverse Quantum Fourier Transform Inspired Algorithm for Unsupervised Image Segmentation	Jan 11, 2023	Image SegmentationSegmentation	—Unverified
Inverse Renormalization Group Transformation in Bayesian Image Segmentations	Jan 5, 2015	Image SegmentationSegmentation	—Unverified
Invertible Residual Network with Regularization for Effective Medical Image Segmentation	Mar 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Data privacy protection in microscopic image analysis for material data mining	Nov 9, 2021	Federated LearningImage Segmentation	—Unverified
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-shape Priori for Image Segmentation	Feb 10, 2020	Image SegmentationSegmentation	—Unverified
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation	Apr 3, 2024	Brain SegmentationImage Segmentation	—Unverified
Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction	Nov 19, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries	Apr 23, 2019	DiagnosticImage Segmentation	—Unverified
Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation	Aug 21, 2019	DecoderDomain Adaptation	—Unverified
A MRF Shape Prior for Facade Parsing With Occlusions	Jun 1, 2015	Image SegmentationSegmentation	—Unverified
Inferring M-Best Diverse Labelings in a Single One	Dec 1, 2015	DiversityImage Segmentation	—Unverified
Iris recognition in cases of eye pathology	Sep 4, 2018	Image SegmentationIris Recognition	—Unverified
Iris Recognition with a Database of Iris Images Obtained in Visible Light Using Smartphone Camera	Sep 1, 2018	Image SegmentationIris Recognition	—Unverified
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation	Jan 15, 2025	Image SegmentationMedical Image Analysis	—Unverified
Inference of hidden structures in complex physical systems by multi-scale clustering	Mar 5, 2015	ClusteringCombinatorial Optimization	—Unverified
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning	Oct 14, 2022	Image SegmentationSegmentation	—Unverified
Indirect Supervision to Mitigate Perturbations	Jan 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation	Jun 3, 2022	Image SegmentationIncremental Learning	—Unverified
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation	Jul 5, 2019	Domain AdaptationImage Segmentation	—Unverified
Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention	Jun 18, 2025	Image AugmentationImage Segmentation	—Unverified
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation	Dec 1, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Learning Transferable Object-Centric Diffeomorphic Transformations for Data Augmentation in Medical Image Segmentation	Jul 25, 2023	Data AugmentationImage Segmentation	—Unverified
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation	Jul 28, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Incremental Class Discovery for Semantic Segmentation with RGBD Sensing	Jul 23, 2019	Image SegmentationSegmentation	—Unverified
Data-driven Verification of DNNs for Object Recognition	Jul 17, 2024	Image SegmentationObject	—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