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 4376–4400 of 5035 papers

Title	Date	Tasks	Status
Segmentation of Roots in Soil with U-Net	Feb 28, 2019	Image SegmentationSegmentation	CodeCode Available
NeurReg: Neural Registration and Its Application to Image Segmentation	Oct 4, 2019	Image RegistrationImage Segmentation	CodeCode Available
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation	Mar 28, 2022	DenoisingDimensionality Reduction	CodeCode Available
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation	Jun 28, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome Reconstruction	Sep 9, 2017	Image SegmentationSemantic Segmentation	CodeCode Available
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement Learning	Jun 8, 2021	Deep Reinforcement LearningImage Segmentation	CodeCode Available
U-Net-and-a-half: Convolutional network for biomedical image segmentation using multiple expert-driven annotations	Aug 10, 2021	Image SegmentationSemantic Segmentation	CodeCode Available
Nighttime sky/cloud image segmentation	May 30, 2017	Image SegmentationSegmentation	CodeCode Available
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks	Nov 7, 2018	Image SegmentationMulti-Task Learning	CodeCode Available
Learning to "Segment Anything" in Thermal Infrared Images through Knowledge Distillation with a Large Scale Dataset SATIR	Apr 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available
Learning To Pay Attention To Mistakes	Jul 29, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
Learning Shape Representation on Sparse Point Clouds for Volumetric Image Segmentation	Jun 5, 2019	Image SegmentationSegmentation	CodeCode Available
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration	Sep 16, 2024	Contrastive LearningImage Segmentation	CodeCode Available
A deep learning classifier for local ancestry inference	Nov 4, 2020	DecoderDeep Learning	CodeCode Available
Automated Design of Deep Learning Methods for Biomedical Image Segmentation	Apr 17, 2019	Deep LearningImage Segmentation	CodeCode Available
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation	Dec 20, 2019	BIG-bench Machine LearningImage Segmentation	CodeCode Available
Learning Semantic Segmentation with Query Points Supervision on Aerial Images	Sep 11, 2023	Image SegmentationSegmentation	CodeCode Available
Learning of Image Dehazing Models for Segmentation Tasks	Mar 4, 2019	Image DehazingImage Segmentation	CodeCode Available
Learning Multimodal Volumetric Features for Large-Scale Neuron Tracing	Jan 5, 2024	Contrastive LearningImage Segmentation	CodeCode Available
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography	Jun 29, 2021	Image SegmentationSegmentation	CodeCode Available
Learning from imperfect training data using a robust loss function: application to brain image segmentation	Aug 8, 2022	Brain Image SegmentationEEG	CodeCode Available
Domain Generalization via Model-Agnostic Learning of Semantic Features	Oct 29, 2019	Domain GeneralizationGeneral Knowledge	CodeCode Available
3D Densely Convolutional Networks for Volumetric Segmentation	Sep 11, 2017	Brain SegmentationImage Segmentation	CodeCode Available
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image Segmentation	May 25, 2025	Computed Tomography (CT)Contrastive Learning	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