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 3951–3975 of 5035 papers

Title	Date	Tasks	Status
Enhanced Uncertainty Estimation in Ultrasound Image Segmentation with MSU-Net	Jul 31, 2024	Image SegmentationSegmentation	—Unverified
Enhancing DeepLabV3+ to Fuse Aerial and Satellite Images for Semantic Segmentation	Mar 28, 2025	Data AugmentationImage Segmentation	—Unverified
Enhancing Foreground Boundaries for Medical Image Segmentation	May 29, 2020	Image SegmentationMedical Image Analysis	—Unverified
Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking	Dec 5, 2018	Deep LearningImage Registration	—Unverified
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models	Jul 7, 2024	DenoisingDiagnostic	—Unverified
Enhancing Medical Image Segmentation: Optimizing Cross-Entropy Weights and Post-Processing with Autoencoders	Aug 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models	Nov 21, 2024	Deep LearningDenoising	—Unverified
Enhancing Nucleus Segmentation with HARU-Net: A Hybrid Attention Based Residual U-Blocks Network	Aug 7, 2023	Image SegmentationInstance Segmentation	—Unverified
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks	Nov 10, 2023	Data AugmentationImage Segmentation	—Unverified
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation	Mar 6, 2025	Active LearningImage Segmentation	—Unverified
Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach	Jul 13, 2024	DiagnosticImage Segmentation	—Unverified
Ensemble Learning based on Classifier Prediction Confidence and Comprehensive Learning Particle Swarm Optimisation for polyp localisation	Apr 10, 2021	Ensemble LearningImage Segmentation	—Unverified
Ensembling Low Precision Models for Binary Biomedical Image Segmentation	Oct 16, 2020	Image SegmentationLesion Segmentation	—Unverified
Entropy Based Cartoon Texture Separation	May 7, 2014	Image CompressionImage Inpainting	—Unverified
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance	Aug 28, 2023	image-classificationImage Classification	—Unverified
Entropy Minimization for Convex Relaxation Approaches	Dec 1, 2015	BinarizationImage Segmentation	—Unverified
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific structures	Dec 1, 2010	Image SegmentationSegmentation	—Unverified
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data	May 2, 2017	Brain SegmentationImage Segmentation	—Unverified
Error-tolerant Scribbles Based Interactive Image Segmentation	Jun 1, 2014	Image SegmentationInteractive Segmentation	—Unverified
E-SAM: Training-Free Segment Every Entity Model	Mar 15, 2025	Image SegmentationSegmentation	—Unverified
ESC: Evolutionary Stitched Camera Calibration in the Wild	Apr 19, 2024	Camera CalibrationImage Segmentation	—Unverified
ESDMR-Net: A Lightweight Network With Expand-Squeeze and Dual Multiscale Residual Connections for Medical Image Segmentation	Dec 17, 2023	DecoderImage Segmentation	—Unverified
espiownage: Tracking Transients in Steelpan Drum Strikes Using Surveillance Technology	Oct 23, 2021	Image SegmentationObject	—Unverified
ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation	Sep 27, 2020	AnatomyBreast Cancer Detection	—Unverified

Show:10 25 50

← PrevPage 159 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