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 2901–2925 of 5035 papers

Title	Date	Tasks	Status
Waymo Open Dataset: Panoramic Video Panoptic Segmentation	Jun 15, 2022	3D Multi-Object TrackingAutonomous Driving	—Unverified
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity	Feb 4, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Weakly-Supervised Dual Clustering for Image Semantic Segmentation	Jun 1, 2013	ClusteringImage Segmentation	—Unverified
Weakly-supervised fire segmentation by visualizing intermediate CNN layers	Nov 16, 2021	Image SegmentationSegmentation	—Unverified
Weakly Supervised Instance Segmentation Using Hybrid Network	Dec 12, 2018	Image SegmentationInstance Segmentation	—Unverified
Weakly-Supervised Learning-Based Feature Localization in Confocal Laser Endomicroscopy Glioma Images	Apr 25, 2018	Decision MakingDiagnostic	—Unverified
Weakly-supervised Learning For Catheter Segmentation in 3D Frustum Ultrasound	Oct 19, 2020	GPUImage Segmentation	—Unverified
Weakly Supervised Learning of Affordances	May 10, 2016	Human-Object Interaction DetectionImage Segmentation	—Unverified
Weakly Supervised Medical Image Segmentation With Soft Labels and Noise Robust Loss	Sep 16, 2022	Deep LearningImage Segmentation	—Unverified
Weakly Supervised Minirhizotron Image Segmentation with MIL-CAM	Jul 30, 2020	Image SegmentationMultiple Instance Learning	—Unverified
Weakly Supervised Referring Image Segmentation with Intra-Chunk and Inter-Chunk Consistency	Jan 1, 2023	Image SegmentationImage-text matching	—Unverified
Weakly Supervised Segmentation by A Deep Geodesic Prior	Aug 18, 2019	Image SegmentationSegmentation	—Unverified
Weakly-supervised segmentation of referring expressions	May 10, 2022	Image SegmentationReferring Expression	—Unverified
Weakly Supervised Segmentation of Small Buildings With Point Labels	Jan 1, 2021	Image SegmentationSegmentation	—Unverified
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks	Nov 17, 2018	Image SegmentationSegmentation	—Unverified
Weakly-Supervised Semantic Segmentation using Motion Cues	Mar 23, 2016	Image SegmentationSemantic Segmentation	—Unverified
Weakly Supervised Volumetric Image Segmentation with Deformed Templates	Jun 7, 2021	Computed Tomography (CT)Image Segmentation	—Unverified
What Image Features Boost Housing Market Predictions?	Jul 15, 2021	Image SegmentationSemantic Segmentation	—Unverified
What is Wrong with Continual Learning in Medical Image Segmentation?	Oct 21, 2020	Continual LearningDiagnostic	—Unverified
What You Perceive Is What You Conceive: A Cognition-Inspired Framework for Open Vocabulary Image Segmentation	May 26, 2025	Image SegmentationSegmentation	—Unverified
When SAM Meets Medical Images: An Investigation of Segment Anything Model (SAM) on Multi-phase Liver Tumor Segmentation	Apr 17, 2023	Image SegmentationMedical Image Analysis	—Unverified
Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods	Sep 30, 2022	Computational EfficiencyData Augmentation	—Unverified
Where to Begin? From Random to Foundation Model Instructed Initialization in Federated Learning for Medical Image Segmentation	Nov 27, 2023	Federated LearningImage Segmentation	—Unverified
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation	Jun 19, 2023	cross-modal alignmentImage Segmentation	—Unverified
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Dec 11, 2019	Image ClassificationImage 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