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 751–775 of 5035 papers

Title	Date	Tasks	Status	Hype
Self-Supervised Pretraining for 2D Medical Image Segmentation	Sep 1, 2022	Cardiac SegmentationImage Segmentation	CodeCode Available	1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images	Sep 1, 2022	Boundary DetectionDecoder	CodeCode Available	1
Boundary-Aware Network for Kidney Parsing	Aug 29, 2022	DecoderImage Segmentation	CodeCode Available	1
Boundary-Aware Network for Abdominal Multi-Organ Segmentation	Aug 29, 2022	DecoderImage Segmentation	CodeCode Available	1
Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis Diagnosis	Aug 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Q-Net: Query-Informed Few-Shot Medical Image Segmentation	Aug 24, 2022	Anomaly DetectionImage Segmentation	CodeCode Available	1
Persuasion Strategies in Advertisements	Aug 20, 2022	Image SegmentationMarketing	CodeCode Available	1
Open-Vocabulary Universal Image Segmentation with MaskCLIP	Aug 18, 2022	Image SegmentationInstance Segmentation	CodeCode Available	1
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures	Aug 18, 2022	AnatomyContrastive Learning	CodeCode Available	1
When CNN Meet with ViT: Towards Semi-Supervised Learning for Multi-Class Medical Image Semantic Segmentation	Aug 12, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Triple-View Feature Learning for Medical Image Segmentation	Aug 12, 2022	DecoderImage Segmentation	CodeCode Available	1
PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation	Aug 11, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation	Aug 8, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration	Aug 8, 2022	Image RestorationImage Segmentation	CodeCode Available	1
Relict landslide detection using Deep-Learning architectures for image segmentation in rainforest areas: A new framework	Aug 4, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation	Aug 1, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
PVBM: A Python Vasculature Biomarker Toolbox Based On Retinal Blood Vessel Segmentation	Jul 31, 2022	Image SegmentationSegmentation	CodeCode Available	1
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation	Jul 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model	Jul 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
What is Healthy? Generative Counterfactual Diffusion for Lesion Localization	Jul 25, 2022	counterfactualImage Segmentation	CodeCode Available	1
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation	Jul 25, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
High-Resolution Swin Transformer for Automatic Medical Image Segmentation	Jul 23, 2022	Brain Tumor SegmentationDecoder	CodeCode Available	1
Learning Topological Interactions for Multi-Class Medical Image Segmentation	Jul 20, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores	Jul 20, 2022	Image SegmentationSemantic 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