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 2901–2925 of 5035 papers

Title	Date	Tasks	Status	Hype
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation	Feb 2, 2022	DecoderImage Segmentation	CodeCode Available	1
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation	Feb 1, 2022	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	1
From Explanations to Segmentation: Using Explainable AI for Image Segmentation	Feb 1, 2022	Explainable Artificial Intelligence (XAI)Image Segmentation	—Unverified	0
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images	Jan 30, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	2
3D Visualization and Spatial Data Mining for Analysis of LULC Images	Jan 28, 2022	ClassificationImage Segmentation	—Unverified	0
Möbius Convolutions for Spherical CNNs	Jan 28, 2022	DescriptiveImage Segmentation	CodeCode Available	1
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image Segmentation	Jan 28, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation	Jan 27, 2022	DiagnosticImage Segmentation	CodeCode Available	1
DocSegTr: An Instance-Level End-to-End Document Image Segmentation Transformer	Jan 27, 2022	Decision MakingDocument Layout Analysis	CodeCode Available	1
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers	Jan 26, 2022	Computed Tomography (CT)Image Segmentation	—Unverified	0
Auto-Compressing Subset Pruning for Semantic Image Segmentation	Jan 26, 2022	channel selectionImage Segmentation	CodeCode Available	1
Class-Aware Adversarial Transformers for Medical Image Segmentation	Jan 26, 2022	Image SegmentationMedical Image Analysis	—Unverified	0
Improving segmentation of calcified and non-calcified plaques on CCTA-CPR scans via masking of the artery wall	Jan 25, 2022	Image SegmentationSegmentation	—Unverified	0
Do Neural Networks for Segmentation Understand Insideness?	Jan 25, 2022	Image SegmentationRolling Shutter Correction	CodeCode Available	0
Winograd Convolution for Deep Neural Networks: Efficient Point Selection	Jan 25, 2022	Image SegmentationObject Recognition	—Unverified	0
Transformers in Medical Imaging: A Survey	Jan 24, 2022	Image ClassificationImage Segmentation	CodeCode Available	3
MISeval: a Metric Library for Medical Image Segmentation Evaluation	Jan 23, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
How to scale hyperparameters for quickshift image segmentation	Jan 23, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	0
Topological Signal Processing over Generalized Cell Complexes	Jan 22, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation	Jan 21, 2022	DecoderImage Segmentation	CodeCode Available	1
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation	Jan 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Improving Across-Dataset Brain Tissue Segmentation Using Transformer	Jan 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Classroom Slide Narration System	Jan 21, 2022	Image SegmentationOptical Character Recognition	—Unverified	0
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation	Jan 21, 2022	Contrastive Learningfeature selection	CodeCode Available	0
Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing Imagery	Jan 19, 2022	Boundary DetectionDecoder	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