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 4201–4225 of 5035 papers

Title	Date	Tasks	Status
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural Networks	Apr 30, 2022	image-classificationImage Classification	CodeCode Available
Competing for pixels: a self-play algorithm for weakly-supervised segmentation	May 26, 2024	Binary ClassificationImage Segmentation	CodeCode Available
Model Guidance via Explanations Turns Image Classifiers into Segmentation Models	Jul 3, 2024	Decoderimage-classification	CodeCode Available
Mask Editor : an Image Annotation Tool for Image Segmentation Tasks	Sep 17, 2018	Image CroppingImage Segmentation	CodeCode Available
MARVIS: Motion & Geometry Aware Real and Virtual Image Segmentation	Mar 14, 2024	3D ReconstructionAutonomous Navigation	CodeCode Available
Elliptical Attention	Jun 19, 2024	Image SegmentationLanguage Modeling	CodeCode Available
A Foundation Model for General Moving Object Segmentation in Medical Images	Sep 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Elastic Boundary Projection for 3D Medical Image Segmentation	Dec 3, 2018	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning	Sep 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Where Is My Mirror?	Aug 24, 2019	Image SegmentationSegmentation	CodeCode Available
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR Images	Mar 30, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth	Oct 15, 2018	Image SegmentationSegmentation	CodeCode Available
More complex encoder is not all you need	Sep 20, 2023	AllDecoder	CodeCode Available
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation	Mar 18, 2024	Data AugmentationDomain Generalization	CodeCode Available
Scale-Aware Alignment of Hierarchical Image Segmentation	Jun 1, 2016	Image SegmentationSegmentation	CodeCode Available
Music2P: A Multi-Modal AI-Driven Tool for Simplifying Album Cover Design	Aug 3, 2024	Code GenerationImage Segmentation	CodeCode Available
Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass Segmentation	Jul 28, 2023	Image SegmentationManagement	CodeCode Available
Scale-constrained Unsupervised Evaluation Method for Multi-scale Image Segmentation	Nov 15, 2016	Image SegmentationSegmentation	CodeCode Available
Efficient Yet Deep Convolutional Neural Networks for Semantic Segmentation	Jul 26, 2017	GPUImage Segmentation	CodeCode Available
Scale-Equivariant Deep Learning for 3D Data	Apr 12, 2023	Deep LearningImage Segmentation	CodeCode Available
MOSAIC: Mobile Segmentation via decoding Aggregated Information and encoded Context	Dec 22, 2021	DecoderImage Segmentation	CodeCode Available
ACNN: a Full Resolution DCNN for Medical Image Segmentation	Jan 26, 2019	Computed Tomography (CT)Image Segmentation	CodeCode Available
Efficient Transformer Encoders for Mask2Former-style models	Apr 23, 2024	Computational EfficiencyImage Segmentation	CodeCode Available
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation	Oct 14, 2024	Boundary DetectionImage Segmentation	CodeCode Available
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation	Sep 28, 2024	Image SegmentationMamba	CodeCode Available

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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