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 3001–3025 of 5035 papers

Title	Date	Tasks	Status	Hype
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation	Nov 22, 2021	Contrastive LearningImage Segmentation	CodeCode Available	0
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured Meshes	Nov 22, 2021	Image SegmentationSegmentation	CodeCode Available	1
FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks	Nov 22, 2021	BenchmarkingFederated Learning	CodeCode Available	1
Differentiable Projection for Constrained Deep Learning	Nov 21, 2021	Deep LearningImage Segmentation	—Unverified	0
MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation	Nov 21, 2021	DecoderImage Segmentation	—Unverified	0
One-shot Weakly-Supervised Segmentation in Medical Images	Nov 21, 2021	DenoisingImage Segmentation	CodeCode Available	1
PAANet: Progressive Alternating Attention for Automatic Medical Image Segmentation	Nov 20, 2021	Decision MakingImage Segmentation	—Unverified	0
Panoptic Segmentation: A Review	Nov 19, 2021	Autonomous DrivingCrowd Counting	CodeCode Available	1
Transfer Learning in Polyp and Endoscopic Tool Segmentation from Colonoscopy Images	Nov 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Comprehensive Multi-Modal Interactions for Referring Image Segmentation	Nov 16, 2021	Image SegmentationSegmentation	—Unverified	0
Weakly-supervised fire segmentation by visualizing intermediate CNN layers	Nov 16, 2021	Image SegmentationSegmentation	—Unverified	0
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images	Nov 16, 2021	AnatomyImage Segmentation	—Unverified	0
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration	Nov 15, 2021	Image SegmentationInteractive Segmentation	—Unverified	0
Multiset Neurons	Nov 13, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available	0
The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos	Nov 11, 2021	Contrastive LearningImage Segmentation	CodeCode Available	1
Clicking Matters:Towards Interactive Human Parsing	Nov 11, 2021	Human ParsingImage Segmentation	—Unverified	0
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks	Nov 10, 2021	DecoderImage Segmentation	—Unverified	0
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets	Nov 10, 2021	Image AugmentationImage Segmentation	—Unverified	0
Multi-Task Neural Processes	Nov 10, 2021	Bayesian InferenceBrain Image Segmentation	—Unverified	0
Data privacy protection in microscopic image analysis for material data mining	Nov 9, 2021	Federated LearningImage Segmentation	—Unverified	0
Robust deep learning-based semantic organ segmentation in hyperspectral images	Nov 9, 2021	Deep LearningImage Segmentation	—Unverified	0
Mixed Transformer U-Net For Medical Image Segmentation	Nov 8, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multi-Modality Cardiac Image Analysis with Deep Learning	Nov 8, 2021	Deep LearningDomain Adaptation	—Unverified	0
Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network	Nov 5, 2021	Camouflaged Object SegmentationImage 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