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 3576–3600 of 5035 papers

Title	Date	Tasks	Status	Hype
Linguistic Structure Guided Context Modeling for Referring Image Segmentation	Oct 1, 2020	Dependency ParsingImage Segmentation	CodeCode Available	1
RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation	Oct 1, 2020	Image SegmentationReferring Expression Segmentation	CodeCode Available	1
Realistic Image Normalization for Multi-Domain Segmentation	Sep 29, 2020	Image SegmentationMedical Image Analysis	CodeCode Available	0
Medical Image Segmentation Using Deep Learning: A Survey	Sep 28, 2020	Data AugmentationDeep Learning	CodeCode Available	0
A Survey on Deep Learning Methods for Semantic Image Segmentation in Real-Time	Sep 27, 2020	Autonomous VehiclesComputational Efficiency	—Unverified	0
ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation	Sep 27, 2020	AnatomyBreast Cancer Detection	—Unverified	0
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels	Sep 27, 2020	DecoderDenoising	—Unverified	0
Going to Extremes: Weakly Supervised Medical Image Segmentation	Sep 25, 2020	BIG-bench Machine LearningImage Segmentation	CodeCode Available	0
Deep Bayesian U-Nets for Efficient, Robust and Reliable Post-Disaster Damage Localization	Sep 24, 2020	Image SegmentationManagement	—Unverified	0
Style-invariant Cardiac Image Segmentation with Test-time Augmentation	Sep 24, 2020	AnatomyCardiac Segmentation	—Unverified	0
Cloud Cover Nowcasting with Deep Learning	Sep 24, 2020	Deep LearningImage Segmentation	—Unverified	0
Region Growing with Convolutional Neural Networks for Biomedical Image Segmentation	Sep 23, 2020	Computational EfficiencyImage Segmentation	—Unverified	0
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available	0
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation	Sep 22, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation	Sep 21, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	3
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors	Sep 21, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation	Sep 16, 2020	DecoderImage Segmentation	—Unverified	0
Extracting the Subhalo Mass Function from Strong Lens Images with Image Segmentation	Sep 14, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Deep learning denoising for EOG artifacts removal from EEG signals	Sep 12, 2020	Deep LearningDenoising	—Unverified	0
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation	Sep 11, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Hierarchical Roofline Performance Analysis for Deep Learning Applications	Sep 11, 2020	Deep LearningGPU	CodeCode Available	0
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans	Sep 10, 2020	GPUImage Segmentation	CodeCode Available	1
Finite Group Equivariant Neural Networks for Games	Sep 10, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	0
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images	Sep 10, 2020	Domain AdaptationImage Segmentation	—Unverified	0
Semi-supervised Medical Image Segmentation through Dual-task Consistency	Sep 9, 2020	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