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 2426–2450 of 5035 papers

Title	Date	Tasks	Status
Application of DatasetGAN in medical imaging: preliminary studies	Feb 27, 2022	Image SegmentationSegmentation	—Unverified
ExtremeMETA: High-speed Lightweight Image Segmentation Model by Remodeling Multi-channel Metamaterial Imagers	May 27, 2024	Image SegmentationModel Compression	—Unverified
Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan?	Oct 3, 2018	Data AugmentationImage Segmentation	—Unverified
CIDI-Lung-Seg: A Single-Click Annotation Tool for Automatic Delineation of Lungs from CT Scans	Jul 11, 2014	Computed Tomography (CT)Image Segmentation	—Unverified
Application of belief functions to medical image segmentation: A review	May 3, 2022	Deep LearningImage Segmentation	—Unverified
A Compositional Approach to Occlusion in Panoptic Segmentation	Sep 29, 2021	Image Segmentationobject-detection	—Unverified
Extracting the Subhalo Mass Function from Strong Lens Images with Image Segmentation	Sep 14, 2020	Image SegmentationSemantic Segmentation	—Unverified
Extracting Semantic Knowledge from GANs with Unsupervised Learning	Nov 30, 2022	Image GenerationImage Segmentation	—Unverified
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing	Jan 25, 2020	Image SegmentationSegmentation	—Unverified
Extensions of Karger's Algorithm: Why They Fail in Theory and How They Are Useful in Practice	Oct 5, 2021	Gaussian ProcessesImage Segmentation	—Unverified
ChebMixer: Efficient Graph Representation Learning with MLP Mixer	Mar 25, 2024	Graph MiningGraph Representation Learning	—Unverified
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis	Dec 4, 2024	Image GenerationImage Segmentation	—Unverified
Exploring the Effects of Data Augmentation for Drivable Area Segmentation	Aug 6, 2022	Data AugmentationImage Segmentation	—Unverified
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation	Nov 1, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars	Aug 27, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net	Jul 21, 2018	Image SegmentationSegmentation	—Unverified
Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology	Sep 30, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified
Exploring PCA-based feature representations of image pixels via CNN to enhance food image segmentation	Nov 3, 2024	ClusteringImage Segmentation	—Unverified
Chan-Vese Reformulation for Selective Image Segmentation	Nov 21, 2018	Image SegmentationSegmentation	—Unverified
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation	Apr 19, 2025	3D Semantic Segmentationimage-classification	—Unverified
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation	Jun 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation	May 30, 2024	Data AugmentationImage Segmentation	—Unverified
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation	Feb 4, 2024	DecoderImage Segmentation	—Unverified
Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective	Sep 8, 2024	Image SegmentationSemantic Segmentation	—Unverified
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems	Dec 5, 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