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 2301–2325 of 5035 papers

Title	Date	Tasks	Status
Automatic quantification of breast cancer biomarkers from multiple 18F-FDG PET image segmentation	Feb 6, 2025	Active LearningImage Segmentation	—Unverified
Deep Learning for End-to-End Atrial Fibrillation Recurrence Estimation	Sep 30, 2018	AnatomyAtrial Fibrillation Recurrence Estimation	—Unverified
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors	Oct 2, 2020	Deep LearningImage Segmentation	—Unverified
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation	Aug 30, 2021	Ensemble LearningImage Segmentation	—Unverified
An Accurate Texture Complexity Estimation for Quality-Enhanced and Secure Image Steganography	Jan 20, 2020	Image SegmentationImage Steganography	—Unverified
Deep learning for cardiac image segmentation: A review	Nov 9, 2019	Computed Tomography (CT)Deep Learning	—Unverified
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection	Dec 9, 2016	Dataset GenerationGeneral Classification	—Unverified
Automatic measurement of coverage area of water-based pesticides-surfactant formulation on plant leaves using deep learning tools	Nov 17, 2023	Deep LearningImage Segmentation	—Unverified
Deep Learning for Automatic Tracking of Tongue Surface in Real-time Ultrasound Videos, Landmarks instead of Contours	Mar 16, 2020	Image SegmentationSemantic Segmentation	—Unverified
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging	Sep 4, 2021	AnatomyBrain Segmentation	—Unverified
Volume Preserving Image Segmentation with Entropic Regularization Optimal Transport and Its Applications in Deep Learning	Sep 22, 2019	Image SegmentationSegmentation	—Unverified
Joint Color-Spatial-Directional clustering and Region Merging (JCSD-RM) for unsupervised RGB-D image segmentation	Sep 6, 2015	ClusteringImage Generation	—Unverified
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation	Jun 9, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Joint reconstruction-segmentation on graphs	Aug 11, 2022	Image SegmentationSegmentation	—Unverified
Key-Word-Aware Network for Referring Expression Image Segmentation	Sep 1, 2018	Image SegmentationObject	—Unverified
Koopman-based spectral clustering of directed and time-evolving graphs	Apr 6, 2022	ClusteringImage Segmentation	—Unverified
Learning Instance-Specific Adaptation for Cross-Domain Segmentation	Mar 30, 2022	Data AugmentationDomain Adaptation	—Unverified
Deep learning denoising for EOG artifacts removal from EEG signals	Sep 12, 2020	Deep LearningDenoising	—Unverified
Automatic Lumbar Spinal CT Image Segmentation with a Dual Densely Connected U-Net	Oct 21, 2019	Computed Tomography (CT)Denoising	—Unverified
Adaptive Patching for High-resolution Image Segmentation with Transformers	Apr 15, 2024	FrictionImage Segmentation	—Unverified
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation	Oct 11, 2019	Image ReconstructionImage Segmentation	—Unverified
Deep Learning-Based Brain Image Segmentation for Automated Tumour Detection	Apr 6, 2024	Brain Image SegmentationBrain Tumor Segmentation	—Unverified
Adaptive Prompt Learning with SAM for Few-shot Scanning Probe Microscope Image Segmentation	Oct 16, 2024	Image SegmentationPrompt Learning	—Unverified
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning	Nov 23, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning	May 24, 2023	Deep LearningImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 93 of 202Next →

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