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 2776–2800 of 5035 papers

Title	Date	Tasks	Status	Hype
Koopman-based spectral clustering of directed and time-evolving graphs	Apr 6, 2022	ClusteringImage Segmentation	—Unverified	0
A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography	Apr 5, 2022	ClassificationImage Segmentation	—Unverified	0
A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation	Apr 5, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Federated Cross Learning for Medical Image Segmentation	Apr 5, 2022	Ensemble LearningFederated Learning	CodeCode Available	1
Revisiting Near/Remote Sensing with Geospatial Attention	Apr 4, 2022	Image SegmentationSegmentation	—Unverified	0
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction	Apr 4, 2022	Image SegmentationPneumonia Detection	—Unverified	0
Exemplar Learning for Medical Image Segmentation	Apr 3, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic Segmentation	Apr 2, 2022	Face IdentificationImage Segmentation	CodeCode Available	1
Analysis of Sparse Subspace Clustering: Experiments and Random Projection	Apr 1, 2022	ClusteringDocument Classification	—Unverified	0
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation	Apr 1, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	3
Online panoptic 3D reconstruction as a Linear Assignment Problem	Apr 1, 2022	3D ReconstructionImage Segmentation	CodeCode Available	1
Autonomous crater detection on asteroids using a fully-convolutional neural network	Apr 1, 2022	BinarizationImage Segmentation	—Unverified	0
Automatic Classification of Alzheimer's Disease using brain MRI data and deep Convolutional Neural Networks	Mar 31, 2022	Binary ClassificationDeep Learning	—Unverified	0
ReSTR: Convolution-free Referring Image Segmentation Using Transformers	Mar 31, 2022	Image SegmentationReferring Expression Segmentation	—Unverified	0
COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training	Mar 30, 2022	Domain AdaptationImage Segmentation	—Unverified	0
On the Road to Online Adaptation for Semantic Image Segmentation	Mar 30, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
Learning Instance-Specific Adaptation for Cross-Domain Segmentation	Mar 30, 2022	Data AugmentationDomain Adaptation	—Unverified	0
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation	Mar 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
L^3U-net: Low-Latency Lightweight U-net Based Image Segmentation Model for Parallel CNN Processors	Mar 30, 2022	Image SegmentationSegmentation	—Unverified	0
Target and Task specific Source-Free Domain Adaptive Image Segmentation	Mar 29, 2022	DenoisingDomain Adaptation	CodeCode Available	1
Image Segmentation with Adaptive Spatial Priors from Joint Registration	Mar 29, 2022	Image SegmentationSegmentation	—Unverified	0
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis	Mar 29, 2022	Generative Adversarial NetworkImage Enhancement	CodeCode Available	1
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation	Mar 28, 2022	DenoisingDimensionality Reduction	CodeCode Available	0
Iterative, Deep Synthetic Aperture Sonar Image Segmentation	Mar 28, 2022	Deep LearningImage Segmentation	—Unverified	0
Translation Consistent Semi-supervised Segmentation for 3D Medical Images	Mar 28, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1

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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