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 1376–1400 of 5035 papers

Title	Date	Tasks	Status	Hype
Susceptibility of Adversarial Attack on Medical Image Segmentation Models	Jan 20, 2024	Adversarial AttackImage Segmentation	CodeCode Available	0
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview	Jan 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation	Jan 18, 2024	Cardiac SegmentationImage Segmentation	—Unverified	0
A Comparative Analysis of U-Net-based models for Segmentation of Cardiac MRI	Jan 18, 2024	Deep LearningImage Segmentation	—Unverified	0
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI	Jan 17, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
Uncertainty Modeling in Ultrasound Image Segmentation for Precise Fetal Biometric Measurements	Jan 17, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning	Jan 17, 2024	Image SegmentationPlacenta Segmentation	—Unverified	0
Uncertainty estimates for semantic segmentation: providing enhanced reliability for automated motor claims handling	Jan 17, 2024	Image SegmentationSegmentation	—Unverified	0
Importance-Aware Image Segmentation-based Semantic Communication for Autonomous Driving	Jan 16, 2024	Autonomous DrivingImage Segmentation	—Unverified	0
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training	Jan 16, 2024	image-classificationImage Classification	—Unverified	0
RIDGE: Reproducibility, Integrity, Dependability, Generalizability, and Efficiency Assessment of Medical Image Segmentation Models	Jan 16, 2024	Deep LearningImage Segmentation	—Unverified	0
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation	Jan 15, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Foundation Models for Biomedical Image Segmentation: A Survey	Jan 15, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Vertical Federated Image Segmentation	Jan 15, 2024	Feature CompressionFederated Learning	—Unverified	0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image Models	Jan 15, 2024	Data Compressionimage-classification	CodeCode Available	0
Development of RLK-Unet: a clinically favorable deep learning algorithm for brain metastasis detection and treatment response assessment	Jan 14, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Seg-metrics: a Python package to compute segmentation metrics	Jan 12, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Self-supervised Learning of Dense Hierarchical Representations for Medical Image Segmentation	Jan 12, 2024	Image SegmentationLinear evaluation	CodeCode Available	0
Sea ice detection using concurrent multispectral and synthetic aperture radar imagery	Jan 11, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
MatSAM: Efficient Extraction of Microstructures of Materials via Visual Large Model	Jan 11, 2024	Image SegmentationPrompt Engineering	CodeCode Available	1
A locally statistical active contour model for SAR image segmentation can be solved by denoising algorithms	Jan 10, 2024	DenoisingImage Segmentation	—Unverified	0
Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation	Jan 10, 2024	Image SegmentationLesion Segmentation	—Unverified	0
Learning to Prompt Segment Anything Models	Jan 9, 2024	Image SegmentationPrompt Learning	—Unverified	0
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation	Jan 9, 2024	Cell SegmentationImage Segmentation	CodeCode Available	2
Deep Covariance Alignment for Domain Adaptive Remote Sensing Image Segmentation	Jan 9, 2024	Image SegmentationSegmentation	CodeCode Available	2

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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