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 2851–2875 of 5035 papers

Title	Date	Tasks	Status	Hype
Highly Accurate Dichotomous Image Segmentation	Mar 6, 2022	2k3D Reconstruction	CodeCode Available	4
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement	Mar 5, 2022	AnatomyImage Segmentation	—Unverified	0
High-resolution Coastline Extraction in SAR Images via MISP-GGD Superpixel Segmentation	Mar 5, 2022	ClusteringImage Segmentation	—Unverified	0
Evaluation of Dirichlet Process Gaussian Mixtures for Segmentation on Noisy Hyperspectral Images	Mar 5, 2022	Image SegmentationSegmentation	—Unverified	0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation	Mar 5, 2022	Compressive SensingImage Segmentation	—Unverified	0
Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection	Mar 5, 2022	Camouflaged Object SegmentationImage Segmentation	CodeCode Available	1
Online Learning of Reusable Abstract Models for Object Goal Navigation	Mar 4, 2022	Image SegmentationObject	—Unverified	0
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis	Mar 4, 2022	Image SegmentationMedical Image Analysis	—Unverified	0
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision	Mar 4, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Universal Segmentation of 33 Anatomies	Mar 4, 2022	GPUImage Segmentation	—Unverified	0
MixCL: Pixel label matters to contrastive learning	Mar 4, 2022	Contrastive LearningImage Segmentation	—Unverified	0
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box Annotations	Mar 3, 2022	Image SegmentationMultiple Instance Learning	CodeCode Available	0
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image Segmentation	Mar 3, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision	Mar 3, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no Retraining	Mar 3, 2022	DenoisingImage Segmentation	CodeCode Available	0
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels	Mar 3, 2022	Anomaly DetectionCardiac Segmentation	CodeCode Available	1
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation	Mar 2, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Contextual Attention Network: Transformer Meets U-Net	Mar 2, 2022	ArticlesImage Segmentation	CodeCode Available	1
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI	Mar 2, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Image analysis for automatic measurement of crustose lichens	Mar 1, 2022	ClassificationImage Segmentation	—Unverified	0
Uncertainty categories in medical image segmentation: a study of source-related diversity	Mar 1, 2022	DiversityImage Segmentation	—Unverified	0
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification	Feb 28, 2022	AllCell Detection	CodeCode Available	1
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark	Feb 28, 2022	Image SegmentationInductive Bias	CodeCode Available	2
Application of DatasetGAN in medical imaging: preliminary studies	Feb 27, 2022	Image SegmentationSegmentation	—Unverified	0
Topology-Preserving Segmentation Network: A Deep Learning Segmentation Framework for Connected Component	Feb 27, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0

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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