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 851–875 of 5035 papers

Title	Date	Tasks	Status	Hype
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation	Feb 24, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Towards a Guideline for Evaluation Metrics in Medical Image Segmentation	Feb 10, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
L2B: Learning to Bootstrap Robust Models for Combating Label Noise	Feb 9, 2022	Image ClassificationImage Segmentation	CodeCode Available	1
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation	Feb 8, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing	Feb 8, 2022	DecoderImage Dehazing	CodeCode Available	1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion	Feb 4, 2022	Computational EfficiencyImage Registration	CodeCode Available	1
Enhancing Organ at Risk Segmentation with Improved Deep Neural Networks	Feb 3, 2022	Image SegmentationSegmentation	CodeCode Available	1
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
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
Auto-Compressing Subset Pruning for Semantic Image Segmentation	Jan 26, 2022	channel selectionImage Segmentation	CodeCode Available	1
MISeval: a Metric Library for Medical Image Segmentation Evaluation	Jan 23, 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
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
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
Contrastive Pretraining for Echocardiography Segmentation with Limited Data	Jan 16, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation	Jan 8, 2022	Brain SegmentationDomain Adaptation	CodeCode Available	1
Effect of Prior-based Losses on Segmentation Performance: A Benchmark	Jan 7, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
GPU-Net: Lightweight U-Net with more diverse features	Jan 7, 2022	GPUImage Segmentation	CodeCode Available	1
MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing data	Jan 7, 2022	Image SegmentationMulti-Label Classification	CodeCode Available	1
D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation	Jan 3, 2022	DecoderImage 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