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 4626–4650 of 5035 papers

Title	Date	Tasks	Status
BYOCL: Build Your Own Consistent Latent with Hierarchical Representative Latent Clustering	Oct 19, 2024	ClusteringImage Segmentation	CodeCode Available
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentation	Jul 23, 2022	Image SegmentationSegmentation	CodeCode Available
Annotation-Efficient Task Guidance for Medical Segment Anything	Dec 11, 2024	Computed Tomography (CT)Image Segmentation	CodeCode Available
Towards Better Certified Segmentation via Diffusion Models	Jun 16, 2023	Autonomous DrivingImage Segmentation	CodeCode Available
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View	Jun 29, 2022	Image SegmentationMulti-Task Learning	CodeCode Available
VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification	Feb 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
An Image Segmentation Model with Transformed Total Variation	Jun 1, 2024	Image Segmentationmodel	CodeCode Available
An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation	Sep 13, 2017	GPUImage Segmentation	CodeCode Available
Deep Learning and Its Applications to Machine Health Monitoring: A Survey	Dec 16, 2016	Deep LearningImage Segmentation	CodeCode Available
Image Segmentation Using Hierarchical Merge Tree	May 24, 2015	Image SegmentationSegmentation	CodeCode Available
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation	Jul 3, 2017	Brain Tumor SegmentationImage Segmentation	CodeCode Available
Deep Gaussian mixture model for unsupervised image segmentation	Apr 18, 2024	Image Segmentationmodel	CodeCode Available
Deep Fourier Up-Sampling	Oct 11, 2022	Image DehazingImage Segmentation	CodeCode Available
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shifts	Jan 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Image Segmentation: Inducing graph-based learning	Jan 7, 2025	Autonomous DrivingImage Segmentation	CodeCode Available
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data	Oct 20, 2023	Computational EfficiencyDeep Learning	CodeCode Available
SeqSAM: Autoregressive Multiple Hypothesis Prediction for Medical Image Segmentation using SAM	Mar 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Image Segmentation by Iterative Inference from Conditional Score Estimation	May 21, 2017	DenoisingImage Segmentation	CodeCode Available
Deep Co-Training for Semi-Supervised Image Segmentation	Mar 27, 2019	DiversityImage Segmentation	CodeCode Available
P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image Segmentation	May 30, 2024	DenoisingImage Segmentation	CodeCode Available
Image-level Regression for Uncertainty-aware Retinal Image Segmentation	May 27, 2024	Image Segmentationregression	CodeCode Available
Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation	May 30, 2025	Domain AdaptationImage Segmentation	CodeCode Available
A New Perspective to Boost Performance Fairness for Medical Federated Learning	Oct 12, 2024	FairnessFederated Learning	CodeCode Available
Image Clustering with Optimization Algorithms and Color Space	Apr 18, 2018	ClusteringImage Clustering	CodeCode Available

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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