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 1951–1975 of 5035 papers

Title	Date	Tasks	Status	Score
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
Crop and Couple: cardiac image segmentation using interlinked specialist networks	Feb 14, 2024	AnatomyImage Segmentation	CodeCode Available	5
Hybrid-Fusion Transformer for Multisequence MRI	Nov 2, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
CRISP: A Framework for Cryo-EM Image Segmentation and Processing with Conditional Random Field	Feb 12, 2025	Cryogenic Electron Microscopy (cryo-EM)Image Segmentation	CodeCode Available	5
SWDL: Stratum-Wise Difference Learning with Deep Laplacian Pyramid for Semi-Supervised 3D Intracranial Hemorrhage Segmentation	Jun 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	5
How to scale hyperparameters for quickshift image segmentation	Jan 23, 2022	Image SegmentationSemantic 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
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels	Dec 13, 2021	Ensemble LearningImage Segmentation	CodeCode Available	5
ACNN: a Full Resolution DCNN for Medical Image Segmentation	Jan 26, 2019	Computed Tomography (CT)Image Segmentation	CodeCode Available	5
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization	Dec 30, 2024	Image SegmentationSegmentation	CodeCode Available	5
CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image Segmentation	Jan 26, 2025	Data AugmentationDiversity	CodeCode Available	5
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder	Dec 9, 2024	DecoderImage Segmentation	CodeCode Available	5
HMRF-EM-image: Implementation of the Hidden Markov Random Field Model and its Expectation-Maximization Algorithm	Jul 15, 2012	Image SegmentationSegmentation	CodeCode Available	5
A Topology-Attention ConvLSTM Network and Its Application to EM Images	Feb 7, 2022	Image SegmentationSegmentation	CodeCode Available	5
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology	Oct 4, 2019	AnatomyImage Segmentation	CodeCode Available	5
Historical Document Image Segmentation with LDA-Initialized Deep Neural Networks	Oct 19, 2017	Image SegmentationSemantic Segmentation	CodeCode Available	5
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation Models	May 31, 2022	Autonomous DrivingDomain Adaptation	CodeCode Available	5
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation	Jul 5, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	5
Cost-Effective Active Learning for Melanoma Segmentation	Nov 24, 2017	Active LearningImage Segmentation	CodeCode Available	5
High-Throughput Phenotyping using Computer Vision and Machine Learning	Jul 8, 2024	Image SegmentationOptical Character Recognition	CodeCode Available	5
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	May 20, 2024	Generative Adversarial NetworkImage Segmentation	CodeCode Available	5
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape Matching	Jan 1, 2025	GPUImage Segmentation	CodeCode Available	5
HyperSpace: Hypernetworks for spacing-adaptive image segmentation	Jul 4, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network	May 6, 2024	Image SegmentationMedical Image 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