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 4551–4575 of 5035 papers

Title	Date	Tasks	Status
Learning Semantic Associations for Mirror Detection	Jan 1, 2022	Image SegmentationMirror Detection	—Unverified
Learning Semantic Traversability with Egocentric Video and Automated Annotation Strategy	Jun 5, 2024	Image SegmentationRobot Navigation	—Unverified
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images	Jul 23, 2019	Image SegmentationSegmentation	—Unverified
Learning Sparse High Dimensional Filters: Image Filtering, Dense CRFs and Bilateral Neural Networks	Mar 17, 2015	Image SegmentationSemantic Segmentation	—Unverified
Learning Structured Output Representations from Attributes using Deep Conditional Generative Models	Apr 30, 2023	Image SegmentationSemantic Segmentation	—Unverified
Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization	Jan 1, 2023	Hyperparameter OptimizationImage Segmentation	—Unverified
Learning to Label Affordances from Simulated and Real Data	Sep 26, 2017	Image SegmentationSemantic Segmentation	—Unverified
Learning to Learn Unlearned Feature for Brain Tumor Segmentation	May 13, 2023	Active LearningBrain Tumor Segmentation	—Unverified
Learning to Prompt Segment Anything Models	Jan 9, 2024	Image SegmentationPrompt Learning	—Unverified
Learning to Recognize Animals by Watching Documentaries: Using Subtitles as Weak Supervision	Apr 1, 2017	Image Segmentationobject-detection	—Unverified
Learning to segment fetal brain tissue from noisy annotations	Mar 25, 2022	Brain SegmentationDeep Learning	—Unverified
Learning to segment from misaligned and partial labels	May 27, 2020	Image SegmentationSegmentation	—Unverified
Learning to Segment Medical Images with Scribble-Supervision Alone	Jul 12, 2018	AnatomyImage Segmentation	—Unverified
Learning to Segment Skin Lesions from Noisy Annotations	Jun 10, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Learning to segment with image-level supervision	May 3, 2017	Image SegmentationSemantic Segmentation	—Unverified
Learning Transferable Object-Centric Diffeomorphic Transformations for Data Augmentation in Medical Image Segmentation	Jul 25, 2023	Data AugmentationImage Segmentation	—Unverified
Learning Unbiased Image Segmentation: A Case Study with Plain Knee Radiographs	Aug 8, 2023	AnatomyDeep Learning	—Unverified
Learning Uncertainty For Safety-Oriented Semantic Segmentation In Autonomous Driving	May 28, 2021	Autonomous DrivingImage 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
Learn the new, keep the old: Extending pretrained models with new anatomy and images	Jun 1, 2018	AnatomyImage Segmentation	—Unverified
Structurally Different Neural Network Blocks for the Segmentation of Atrial and Aortic Perivascular Adipose Tissue in Multi-centre CT Angiography Scans	Jun 6, 2023	DiagnosticImage Segmentation	—Unverified
Let Human Sketches Help: Empowering Challenging Image Segmentation Task with Freehand Sketches	Jan 31, 2025	Image SegmentationInteractive Segmentation	—Unverified
Let Segment Anything Help Image Dehaze	Jun 28, 2023	Image SegmentationLanguage Modelling	—Unverified
Level Set KSVD	Nov 14, 2023	Dictionary LearningImage Segmentation	—Unverified
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning	Aug 10, 2023	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