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 3776–3800 of 5035 papers

Title	Date	Tasks	Status	Hype
Generative Synthetic Augmentation using Label-to-Image Translation for Nuclei Image Segmentation	Apr 21, 2020	Image SegmentationSegmentation	—Unverified	0
Referring Image Segmentation by Generative Adversarial Learning	Apr 20, 2020	Image SegmentationReferring Expression	—Unverified	0
LSM: Learning Subspace Minimization for Low-level Vision	Apr 20, 2020	Image SegmentationOptical Flow Estimation	—Unverified	0
A Spatially Constrained Deep Convolutional Neural Network for Nerve Fiber Segmentation in Corneal Confocal Microscopic Images using Inaccurate Annotations	Apr 20, 2020	Image SegmentationMedical Image Analysis	CodeCode Available	0
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation	Apr 19, 2020	DecoderImage Segmentation	CodeCode Available	1
Spectral GUI for Automated Tissue and Lesion Segmentation of T1 Weighted Breast MR Images	Apr 19, 2020	BIG-bench Machine LearningImage Segmentation	—Unverified	0
Color Image Segmentation using Adaptive Particle Swarm Optimization and Fuzzy C-means	Apr 18, 2020	ClusteringEvolutionary Algorithms	—Unverified	0
CAggNet: Crossing Aggregation Network for Medical Image Segmentation	Apr 16, 2020	Image SegmentationMedical Image Analysis	—Unverified	0
A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation	Apr 16, 2020	DecoderImage Segmentation	CodeCode Available	0
Residual-driven Fuzzy C-Means Clustering for Image Segmentation	Apr 15, 2020	ClusteringImage Segmentation	—Unverified	0
Image Segmentation Using Hybrid Representations	Apr 15, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks	Apr 12, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Y-net: Biomedical Image Segmentation and Clustering	Apr 12, 2020	ClusteringDeep Clustering	—Unverified	0
Weakly supervised multiple instance learning histopathological tumor segmentation	Apr 10, 2020	Histopathological SegmentationImage Segmentation	CodeCode Available	1
Capsules for Biomedical Image Segmentation	Apr 9, 2020	Computed Tomography (CT)Decoder	—Unverified	0
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation	Apr 9, 2020	DenoisingDomain Generalization	CodeCode Available	1
CNN in CT Image Segmentation: Beyound Loss Function for Expoliting Ground Truth Images	Apr 8, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
U-Net Using Stacked Dilated Convolutions for Medical Image Segmentation	Apr 7, 2020	AllDecoder	—Unverified	0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan Images	Apr 6, 2020	COVID-19 DiagnosisDiagnostic	CodeCode Available	0
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation	Apr 5, 2020	Cardiac SegmentationImage Segmentation	—Unverified	0
Volumetric Attention for 3D Medical Image Segmentation and Detection	Apr 4, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
A Fast Fully Octave Convolutional Neural Network for Document Image Segmentation	Apr 3, 2020	Image SegmentationModel Optimization	CodeCode Available	0
RSS-Net: Weakly-Supervised Multi-Class Semantic Segmentation with FMCW Radar	Apr 2, 2020	Image SegmentationSegmentation	—Unverified	0
DISIR: Deep Image Segmentation with Interactive Refinement	Mar 31, 2020	Image SegmentationInteractive Segmentation	CodeCode Available	0
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation	Mar 31, 2020	Data AugmentationDiversity	—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