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 4576–4600 of 5035 papers

Title	Date	Tasks	Status
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered Learning	May 31, 2023	Cell SegmentationImage Segmentation	CodeCode Available
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent Data	Sep 20, 2019	BenchmarkingEnsemble Learning	CodeCode Available
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs	Mar 13, 2017	General ClassificationImage Segmentation	CodeCode Available
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification	Jun 29, 2023	Active LearningClassification	CodeCode Available
PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation	May 10, 2024	Contrastive LearningDecoder	CodeCode Available
Deep Neural Networks Motivated by Partial Differential Equations	Apr 12, 2018	Denoisingimage-classification	CodeCode Available
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation	Oct 4, 2022	DecoderImage Segmentation	CodeCode Available
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	CodeCode Available
Semi-Supervised Biomedical Image Segmentation via Diffusion Models and Teacher-Student Co-Training	Apr 2, 2025	DenoisingImage Reconstruction	CodeCode Available
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks	Apr 12, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
DeepMerge: Deep-Learning-Based Region-Merging for Image Segmentation	May 31, 2023	Deep LearningImage Segmentation	CodeCode Available
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing	Oct 20, 2024	Image SegmentationInstance Segmentation	CodeCode Available
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel Dataset	Feb 15, 2025	Image SegmentationSegmentation	CodeCode Available
Semi-Supervised Deep Learning for Fully Convolutional Networks	Mar 17, 2017	Deep LearningDomain Adaptation	CodeCode Available
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model Garden	Apr 29, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image Annotations	Mar 22, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed Tomography	Jul 11, 2019	Image SegmentationSegmentation	CodeCode Available
Improved post-hoc probability calibration for out-of-domain MRI segmentation	Aug 4, 2022	Image SegmentationMRI segmentation	CodeCode Available
Personal Fixations-Based Object Segmentation with Object Localization and Boundary Preservation	Jan 22, 2021	Image SegmentationObject	CodeCode Available
Improved Image Segmentation via Cost Minimization of Multiple Hypotheses	Jan 31, 2018	DiversityImage Segmentation	CodeCode Available
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural Networks	Oct 9, 2022	DecoderImage Segmentation	CodeCode Available
Perspectives: Comparison of Deep Learning Segmentation Models on Biophysical and Biomedical Data	Aug 14, 2024	Deep Learningfeature selection	CodeCode Available
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure Reconstruction	Dec 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network	May 6, 2024	Image SegmentationMedical Image Segmentation	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