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 2726–2750 of 5035 papers

Title	Date	Tasks	Status	Hype
Voxel-wise Adversarial Semi-supervised Learning for Medical Image Segmentation	May 14, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Leveraging Global Binary Masks for Structure Segmentation in Medical Images	May 13, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Scribble2D5: Weakly-Supervised Volumetric Image Segmentation via Scribble Annotations	May 13, 2022	Image SegmentationSegmentation	CodeCode Available	1
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation	May 13, 2022	DisentanglementDomain Generalization	—Unverified	0
Image Segmentation with Topological Priors	May 12, 2022	Image SegmentationSegmentation	CodeCode Available	0
Review on Panoramic Imaging and Its Applications in Scene Understanding	May 11, 2022	Autonomous DrivingDepth Estimation	—Unverified	0
Weakly-supervised segmentation of referring expressions	May 10, 2022	Image SegmentationReferring Expression	—Unverified	0
MNet: Rethinking 2D/3D Networks for Anisotropic Medical Image Segmentation	May 10, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm	May 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data	May 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Mixed-UNet: Refined Class Activation Mapping for Weakly-Supervised Semantic Segmentation with Multi-scale Inference	May 6, 2022	Computed Tomography (CT)Image Segmentation	—Unverified	0
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation	May 5, 2022	Domain GeneralizationImage Segmentation	—Unverified	0
FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation	May 4, 2022	Federated LearningImage Segmentation	CodeCode Available	1
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation	May 3, 2022	Image SegmentationSegmentation	—Unverified	0
Application of belief functions to medical image segmentation: A review	May 3, 2022	Deep LearningImage Segmentation	—Unverified	0
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural Networks	Apr 30, 2022	image-classificationImage Classification	CodeCode Available	0
Segmentation of kidney stones in endoscopic video feeds	Apr 29, 2022	Deep LearningImage Segmentation	—Unverified	0
BAGNet: Bidirectional Aware Guidance Network for Malignant Breast lesions Segmentation	Apr 28, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Two Decades of Colorization and Decolorization for Images and Videos	Apr 28, 2022	ColorizationImage Enhancement	—Unverified	0
Self-Supervised Learning of Object Parts for Semantic Segmentation	Apr 27, 2022	Community DetectionImage Segmentation	CodeCode Available	1
TranSiam: Fusing Multimodal Visual Features Using Transformer for Medical Image Segmentation	Apr 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Unsupervised Segmentation of Hyperspectral Remote Sensing Images with Superpixels	Apr 26, 2022	ClusteringImage Segmentation	CodeCode Available	1
Masked Image Modeling Advances 3D Medical Image Analysis	Apr 25, 2022	Contrastive LearningDecoder	—Unverified	0
2D LiDAR and Camera Fusion Using Motion Cues for Indoor Layout Estimation	Apr 24, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	0
Federated Contrastive Learning for Volumetric Medical Image Segmentation	Apr 23, 2022	Contrastive LearningFederated Learning	—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