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 1926–1950 of 5035 papers

Title	Date	Tasks	Status	Score
Image Segmentation by Iterative Inference from Conditional Score Estimation	May 21, 2017	DenoisingImage Segmentation	CodeCode Available	5
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities	Jul 26, 2023	Active LearningDiversity	CodeCode Available	5
Attention Normalization Impacts Cardinality Generalization in Slot Attention	Jul 4, 2024	Image SegmentationObject	CodeCode Available	5
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available	5
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels	Dec 13, 2021	Ensemble LearningImage Segmentation	CodeCode Available	5
Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation	May 8, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Topology-Preserving Downsampling of Binary Images	Jul 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image Segmentation	Sep 8, 2022	DecoderImage Segmentation	CodeCode Available	5
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation	May 13, 2024	DecoderImage Segmentation	CodeCode Available	5
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions	Jul 24, 2021	DecoderImage Segmentation	CodeCode Available	5
Attention-Guided Residual U-Net with SE Connection and ASPP for Watershed-Based Cell Segmentation in Microscopy Images	Oct 18, 2024	Cell SegmentationElectron Microscopy Image Segmentation	CodeCode Available	5
Hybrid-Fusion Transformer for Multisequence MRI	Nov 2, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
Attention Guided Network for Retinal Image Segmentation	Jul 25, 2019	Image SegmentationSegmentation	CodeCode Available	5
Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical Images	Oct 11, 2024	Domain AdaptationImage Segmentation	CodeCode Available	5
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI Scans	Mar 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation	Jun 26, 2024	Continual LearningDomain Generalization	CodeCode Available	5
HyperSpace: Hypernetworks for spacing-adaptive image segmentation	Jul 4, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Image Segmentation: Inducing graph-based learning	Jan 7, 2025	Autonomous DrivingImage Segmentation	CodeCode Available	5
Cross-dimensional transfer learning in medical image segmentation with deep learning	Jul 29, 2023	image-classificationImage Classification	CodeCode Available	5
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR Images	Mar 30, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Crop and Couple: cardiac image segmentation using interlinked specialist networks	Feb 14, 2024	AnatomyImage Segmentation	CodeCode Available	5
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?	Sep 3, 2021	HippocampusImage Segmentation	CodeCode Available	5
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey	May 5, 2023	BenchmarkingImage Generation	CodeCode Available	5
How to scale hyperparameters for quickshift image segmentation	Jan 23, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	5
Historical Document Image Segmentation with LDA-Initialized Deep Neural Networks	Oct 19, 2017	Image SegmentationSemantic Segmentation	CodeCode Available	5

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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