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

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Showing 4451–4475 of 5035 papers

Title	Date	Tasks	Status
The LovÃ¡sz-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural Networks	Jun 1, 2018	Image SegmentationSegmentation	CodeCode Available
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level	Feb 11, 2025	Image SegmentationSegmentation	CodeCode Available
U-Net Fixed-Point Quantization for Medical Image Segmentation	Aug 2, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
On Image segmentation using Fractional Gradients-Learning Model Parameters using Approximate Marginal Inference	May 7, 2016	Edge DetectionGeneral Classification	CodeCode Available
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice	Jun 13, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal Representations	Jan 2, 2024	Domain AdaptationImage Segmentation	CodeCode Available
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and Detection	May 24, 2022	Active LearningDomain Adaptation	CodeCode Available
Online Normalization for Training Neural Networks	May 15, 2019	General Classificationimage-classification	CodeCode Available
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT	Nov 11, 2022	Image SegmentationKnowledge Distillation	CodeCode Available
Cellpose+, a morphological analysis tool for feature extraction of stained cell images	Oct 24, 2024	Cell SegmentationImage Segmentation	CodeCode Available
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image Segmentation	Mar 28, 2016	ClusteringImage Segmentation	CodeCode Available
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problems	Jan 22, 2019	Dimensionality ReductionGeneral Classification	CodeCode Available
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task	Jul 6, 2017	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation	May 25, 2025	Image SegmentationLong-range modeling	CodeCode Available
A Dataset for Deep Learning-based Bone Structure Analyses in Total Hip Arthroplasty	Jun 7, 2023	Active LearningAnatomy	CodeCode Available
Self-paced and self-consistent co-training for semi-supervised image segmentation	Oct 31, 2020	Image SegmentationSegmentation	CodeCode Available
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR images	Nov 24, 2022	Image RegistrationImage Segmentation	CodeCode Available
DISIR: Deep Image Segmentation with Interactive Refinement	Mar 31, 2020	Image SegmentationInteractive Segmentation	CodeCode Available
On the iterative refinement of densely connected representation levels for semantic segmentation	Apr 30, 2018	Image SegmentationScene Understanding	CodeCode Available
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness	Sep 13, 2022	Image SegmentationLesion Segmentation	CodeCode Available
Self-Paced Sample Selection for Barely-Supervised Medical Image Segmentation	Jul 7, 2024	Contrastive LearningImage Registration	CodeCode Available
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation	May 30, 2023	Data AugmentationImage Segmentation	CodeCode Available
On the relationship between calibrated predictors and unbiased volume estimation	Dec 23, 2021	Active LearningImage Segmentation	CodeCode Available
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data	Nov 28, 2023	Decision MakingGenerative Adversarial Network	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