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 3151–3175 of 5035 papers

Title	Date	Tasks	Status
RLCorrector: Reinforced Proofreading for Cell-level Microscopy Image Segmentation	Jun 10, 2021	Image Segmentationreinforcement-learning	—Unverified
Road surface detection and differentiation considering surface damages	Jun 23, 2020	Image SegmentationSemantic Segmentation	—Unverified
Robot Manipulation in Salient Vision through Referring Image Segmentation and Geometric Constraints	Sep 17, 2024	DecoderImage Segmentation	—Unverified
RobU-Net: a heuristic robust multi-class brain tumor segmentation approaches for MRI scans	Jun 26, 2024	Brain Tumor SegmentationImage Segmentation	—Unverified
Robust and fully automated segmentation of mandible from CT scans	Feb 23, 2017	Computed Tomography (CT)Image Segmentation	—Unverified
Robust Box Prompt based SAM for Medical Image Segmentation	Jul 31, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Robust Brain Magnetic Resonance Image Segmentation for Hydrocephalus Patients: Hard and Soft Attention	Jan 12, 2020	Brain SegmentationHard Attention	—Unverified
Robust cDNA microarray image segmentation and analysis technique based on Hough circle transform	Mar 23, 2016	Image SegmentationSegmentation	—Unverified
Robust deep learning-based semantic organ segmentation in hyperspectral images	Nov 9, 2021	Deep LearningImage Segmentation	—Unverified
Robust Histopathology Image Analysis: To Label or to Synthesize?	Jun 1, 2019	Image SegmentationSegmentation	—Unverified
Robustifying deep networks for image segmentation	Aug 1, 2019	Brain Tumor SegmentationData Augmentation	—Unverified
Robust image segmentation model based on binary level set	Mar 20, 2024	Image SegmentationSemantic Segmentation	—Unverified
Robust Image Segmentation Quality Assessment	Mar 20, 2019	Image SegmentationSegmentation	—Unverified
Robustness study of noisy annotation in deep learning based medical image segmentation	Mar 10, 2020	Deep LearningImage Segmentation	—Unverified
Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation	Jun 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Robust path-based spectral clustering	Jan 1, 2018	ClusteringImage Segmentation	—Unverified
Robust Region Grouping via Internal Patch Statistics	Jun 1, 2013	Image SegmentationSemantic Segmentation	—Unverified
Robust Regression For Image Binarization Under Heavy Noises and Nonuniform Background	Sep 26, 2016	BinarizationImage Segmentation	—Unverified
Robust Regularized Locality Preserving Indexing for Fiedler Vector Estimation	Jul 26, 2021	Image SegmentationSemantic Segmentation	—Unverified
Robust Seed Mask Generation for Interactive Image Segmentation	Nov 20, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Robust Segmentation of Cell Nuclei in 3-D Microscopy Images	Oct 7, 2021	Image SegmentationSegmentation	—Unverified
Robust semi-supervised segmentation with timestep ensembling diffusion models	Nov 13, 2023	DenoisingImage Segmentation	—Unverified
Robust Submodular Minimization with Applications to Cooperative Modeling	Jan 25, 2020	Image SegmentationSemantic Segmentation	—Unverified
Robust Table Structure Recognition with Dynamic Queries Enhanced Detection Transformer	Mar 21, 2023	Image Segmentationregression	—Unverified
Role of Image Acquisition and Patient Phenotype Variations in Automatic Segmentation Model Generalization	Jul 26, 2023	Image SegmentationMedical Image 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