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 2701–2725 of 5035 papers

Title	Date	Tasks	Status	Hype
Granular Generalized Variable Precision Rough Sets and Rational Approximations	May 28, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image	May 27, 2022	Computed Tomography (CT)Deep Learning	—Unverified	0
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images	May 26, 2022	Computed Tomography (CT)Image Segmentation	—Unverified	0
SHREC 2022: pothole and crack detection in the road pavement using images and RGB-D data	May 26, 2022	Image SegmentationSegmentation	CodeCode Available	0
SemAffiNet: Semantic-Affine Transformation for Point Cloud Segmentation	May 26, 2022	DecoderImage Segmentation	CodeCode Available	1
Structure Unbiased Adversarial Model for Medical Image Segmentation	May 25, 2022	Image SegmentationImage-to-Image Translation	—Unverified	0
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and Detection	May 24, 2022	Active LearningDomain Adaptation	CodeCode Available	0
Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation	May 24, 2022	Cardiac SegmentationDisentanglement	—Unverified	0
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation	May 24, 2022	DecoderImage Segmentation	—Unverified	0
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation Models	May 23, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Saliency-Driven Active Contour Model for Image Segmentation	May 23, 2022	Image SegmentationSegmentation	—Unverified	0
Active Domain Adaptation with Multi-level Contrastive Units for Semantic Segmentation	May 23, 2022	Active LearningDomain Adaptation	—Unverified	0
Self-mentoring: a new deep learning pipeline to train a self-supervised U-net for few-shot learning of bio-artificial capsule segmentation	May 22, 2022	Data AugmentationFew-Shot Learning	—Unverified	0
Transformer-based out-of-distribution detection for clinically safe segmentation	May 21, 2022	Image SegmentationOut-of-Distribution Detection	CodeCode Available	0
Transformer based Generative Adversarial Network for Liver Segmentation	May 21, 2022	Generative Adversarial NetworkImage Segmentation	CodeCode Available	0
Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT)	May 20, 2022	AnatomyImage Segmentation	CodeCode Available	1
HCFormer: Unified Image Segmentation with Hierarchical Clustering	May 20, 2022	ClusteringImage Segmentation	CodeCode Available	1
3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image Segmentation	May 19, 2022	DecoderHippocampus	CodeCode Available	1
Transformer based multiple instance learning for weakly supervised histopathology image segmentation	May 18, 2022	Image SegmentationMultiple Instance Learning	CodeCode Available	1
K-textures, a self-supervised hard clustering deep learning algorithm for satellite image segmentation	May 18, 2022	ClusteringImage Segmentation	—Unverified	0
Unsupervised Segmentation in Real-World Images via Spelke Object Inference	May 17, 2022	Image SegmentationOptical Flow Estimation	CodeCode Available	1
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer	May 17, 2022	Histopathological Image Classificationimage-classification	—Unverified	0
Test-Time Adaptation with Shape Moments for Image Segmentation	May 16, 2022	Cardiac SegmentationDomain Adaptation	CodeCode Available	1
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion	May 16, 2022	Image SegmentationOptical Flow Estimation	—Unverified	0
Self-supervised Assisted Active Learning for Skin Lesion Segmentation	May 14, 2022	Active LearningDiversity	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