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 2401–2425 of 5035 papers

Title	Date	Tasks	Status
Learned Image Compression for Machine Perception	Nov 3, 2021	Image CompressionImage Reconstruction	—Unverified
Linguistic Query-Guided Mask Generation for Referring Image Segmentation	Jan 16, 2023	Contrastive Learningcross-modal alignment	—Unverified
Learning-Based Cost Functions for 3D and 4D Multi-Surface Multi-Object Segmentation of Knee MRI: Data from the Osteoarthritis Initiative	Mar 10, 2019	Image SegmentationMRI segmentation	—Unverified
A multilevel thresholding algorithm using Electromagnetism Optimization	Jun 24, 2014	Image SegmentationSegmentation	—Unverified
Automated Segmentation and Analysis of Microscopy Images of Laser Powder Bed Fusion Melt Tracks	Sep 26, 2024	Image AugmentationImage Segmentation	—Unverified
Non-Local Context Encoder: Robust Biomedical Image Segmentation against Adversarial Attacks	Apr 27, 2019	Image SegmentationLesion Segmentation	—Unverified
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images	Oct 30, 2023	Image SegmentationSemantic Segmentation	—Unverified
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images	Sep 16, 2021	Image SegmentationSegmentation	—Unverified
Layered Scene Decomposition via the Occlusion-CRF	Jun 1, 2016	Image SegmentationSemantic Segmentation	—Unverified
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation	Mar 26, 2020	Image SegmentationNeural Architecture Search	—Unverified
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion	Mar 26, 2024	Decision MakingImage Segmentation	—Unverified
Integrated Inference and Learning of Neural Factors in Structural Support Vector Machines	Aug 3, 2015	Image SegmentationSemantic Segmentation	—Unverified
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner	Apr 19, 2023	Image SegmentationSelf-Supervised Learning	—Unverified
Automated Resolution Selection for Image Segmentation	May 22, 2016	Image SegmentationSegmentation	—Unverified
Instance Segmentation XXL-CT Challenge of a Historic Airplane	Feb 5, 2024	Image SegmentationInstance Segmentation	—Unverified
Instance segmentation with the number of clusters incorporated in embedding learning	Mar 27, 2021	ClusteringImage Segmentation	—Unverified
Automated Quality Control in Image Segmentation: Application to the UK Biobank Cardiac MR Imaging Study	Jan 27, 2019	General ClassificationImage Segmentation	—Unverified
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation	Apr 5, 2018	Image SegmentationSemantic Segmentation	—Unverified
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	—Unverified
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN	Apr 6, 2022	Generative Adversarial NetworkImage Segmentation	—Unverified
Integrating semi-supervised label propagation and random forests for multi-atlas based hippocampus segmentation	Dec 31, 2017	HippocampusImage Segmentation	—Unverified
Instance Segmentation of Scene Sketches Using Natural Image Priors	Feb 13, 2025	Image SegmentationInstance Segmentation	—Unverified
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation	Oct 17, 2024	Domain AdaptationImage Segmentation	—Unverified
Instance-guided Cartoon Editing with a Large-scale Dataset	Dec 4, 2023	Image SegmentationSegmentation	—Unverified
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data	Apr 7, 2024	Image SegmentationSegmentation	—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