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 1051–1075 of 5035 papers

Title	Date	Tasks	Status	Hype
Visual Navigation in Real-World Indoor Environments Using End-to-End Deep Reinforcement Learning	Oct 21, 2020	Deep Reinforcement LearningGPU	CodeCode Available	1
HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1
Automatic Data Augmentation for 3D Medical Image Segmentation	Oct 7, 2020	Data AugmentationDiversity	CodeCode Available	1
Local Label Point Correction for Edge Detection of Overlapping Cervical Cells	Oct 5, 2020	Cell SegmentationEdge Detection	CodeCode Available	1
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	Oct 4, 2020	3D Medical Imaging SegmentationBrain Tumor 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
Referring Image Segmentation via Cross-Modal Progressive Comprehension	Oct 1, 2020	AttributeImage Segmentation	CodeCode Available	1
Linguistic Structure Guided Context Modeling for Referring Image Segmentation	Oct 1, 2020	Dependency ParsingImage Segmentation	CodeCode Available	1
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation	Sep 22, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans	Sep 10, 2020	GPUImage Segmentation	CodeCode Available	1
Towards Musically Meaningful Explanations Using Source Separation	Sep 4, 2020	Explainable ModelsImage Segmentation	CodeCode Available	1
Disentangled Representations for Domain-generalized Cardiac Segmentation	Aug 26, 2020	AnatomyCardiac Segmentation	CodeCode Available	1
RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation	Aug 16, 2020	Efficient Neural NetworkImage Segmentation	CodeCode Available	1
PhraseCut: Language-based Image Segmentation in the Wild	Aug 3, 2020	AttributeDiversity	CodeCode Available	1
ForkGAN: Seeing into the Rainy Night	Aug 1, 2020	Image GenerationImage Segmentation	CodeCode Available	1
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	Jul 26, 2020	DecoderImage Segmentation	CodeCode Available	1
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images	Jul 21, 2020	3D Semantic SegmentationImage Segmentation	CodeCode Available	1
Integrative Analysis for COVID-19 Patient Outcome Prediction	Jul 20, 2020	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	1
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation	Jul 20, 2020	Cardiac SegmentationFew-Shot Semantic Segmentation	CodeCode Available	1
Unsupervised Learning of Image Segmentation Based on Differentiable Feature Clustering	Jul 20, 2020	ClusteringImage Segmentation	CodeCode Available	1
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation	Jul 20, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Autoregressive Unsupervised Image Segmentation	Jul 16, 2020	ClusteringImage Segmentation	CodeCode Available	1
On uncertainty estimation in active learning for image segmentation	Jul 13, 2020	Active LearningImage Segmentation	CodeCode Available	1
Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation	Jul 9, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Superpixel Segmentation using Dynamic and Iterative Spanning Forest	Jul 8, 2020	ARCImage 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