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 4351–4375 of 5035 papers

Title	Date	Tasks	Status
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic Segmentation	Oct 26, 2023	Image SegmentationSegmentation	CodeCode Available
Clean Label Disentangling for Medical Image Segmentation with Noisy Labels	Nov 28, 2023	DisentanglementImage Segmentation	CodeCode Available
Negligible effect of brain MRI data preprocessing for tumor segmentation	Apr 11, 2022	AnatomyDenoising	CodeCode Available
Segmentation by registration-enabled SAM prompt engineering using five reference images	Jul 25, 2024	Image RegistrationImage Segmentation	CodeCode Available
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation	Aug 17, 2023	Data AugmentationDiversity	CodeCode Available
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image Segmentation	May 30, 2022	Data AugmentationImage Segmentation	CodeCode Available
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation	Sep 2, 2023	AnatomyData Augmentation	CodeCode Available
Do Neural Networks for Segmentation Understand Insideness?	Jan 25, 2022	Image SegmentationRolling Shutter Correction	CodeCode Available
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs	Jul 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Domain Generalization with Fourier Transform and Soft Thresholding	Sep 18, 2023	Domain GeneralizationImage Augmentation	CodeCode Available
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic Stroke	Jul 16, 2019	DecoderImage Segmentation	CodeCode Available
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging Data	Jan 28, 2023	Binary ClassificationClassification	CodeCode Available
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	CodeCode Available
Segmentation of Drosophila Heart in Optical Coherence Microscopy Images Using Convolutional Neural Networks	Mar 5, 2018	General ClassificationHeart Segmentation	CodeCode Available
Neural networks for topology optimization	Sep 27, 2017	DecoderDeep Learning	CodeCode Available
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)	Nov 14, 2023	Gaze EstimationImage Segmentation	CodeCode Available
Neural Networks with Divisive normalization for image segmentation with application in cityscapes dataset	Mar 25, 2022	Image SegmentationSegmentation	CodeCode Available
VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation	Dec 20, 2024	Image SegmentationInteractive Segmentation	CodeCode Available
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands	Oct 23, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problems	Oct 20, 2023	ClusteringComputational Efficiency	CodeCode Available
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid Segmentation	Dec 16, 2021	Image SegmentationImage-to-Image Translation	CodeCode Available
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends	Nov 30, 2023	Deep LearningImage Segmentation	CodeCode Available
Class-independent sequential full image segmentation, using a convolutional net that finds a segment within an attention region, given a pointer pixel within this segment	Feb 20, 2019	Image SegmentationPanoptic Segmentation	CodeCode Available
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation Pipelines	Jun 11, 2018	Brain Image SegmentationBrain Segmentation	CodeCode Available
NeuroQuantify -- An Image Analysis Software for Detection and Quantification of Neurons and Neurites using Deep Learning	Oct 16, 2023	Image SegmentationSegmentation	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