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 1576–1600 of 5035 papers

Title	Date	Tasks	Status	Hype
Using DUCK-Net for Polyp Image Segmentation	Nov 3, 2023	Data AugmentationDecoder	CodeCode Available	1
Medical Image Segmentation with Domain Adaptation: A Survey	Nov 3, 2023	Domain AdaptationImage Segmentation	CodeCode Available	2
Hybrid-Fusion Transformer for Multisequence MRI	Nov 2, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Augmentation is AUtO-Net: Augmentation-Driven Contrastive Multiview Learning for Medical Image Segmentation	Nov 2, 2023	GPUImage Segmentation	—Unverified	0
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts	Nov 1, 2023	ClusteringDeep Clustering	—Unverified	0
SDF4CHD: Generative Modeling of Cardiac Anatomies with Congenital Heart Defects	Nov 1, 2023	Cardiac SegmentationImage Segmentation	—Unverified	0
LLaVA-Interactive: An All-in-One Demo for Image Chat, Segmentation, Generation and Editing	Nov 1, 2023	AllImage Generation	CodeCode Available	4
Continual atlas-based segmentation of prostate MRI	Nov 1, 2023	Continual Learningimage-classification	CodeCode Available	1
View Classification and Object Detection in Cardiac Ultrasound to Localize Valves via Deep Learning	Oct 31, 2023	ClassificationImage Segmentation	—Unverified	0
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation	Oct 31, 2023	DecoderDenoising	CodeCode Available	1
Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI	Oct 30, 2023	Image SegmentationMedical Diagnosis	—Unverified	0
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder	Oct 30, 2023	DecoderImage Segmentation	CodeCode Available	1
Promise:Prompt-driven 3D Medical Image Segmentation Using Pretrained Image Foundation Models	Oct 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images	Oct 30, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
CARIS: Context-Augmented Referring Image Segmentation	Oct 27, 2023	DecoderImage Segmentation	CodeCode Available	1
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation	Oct 27, 2023	DenoisingDomain Adaptation	—Unverified	0
Text Augmented Spatial-aware Zero-shot Referring Image Segmentation	Oct 27, 2023	Image SegmentationReferring Expression	—Unverified	0
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation	Oct 26, 2023	Brain Tumor SegmentationDecoder	—Unverified	0
Task-driven Prompt Evolution for Foundation Models	Oct 26, 2023	Image SegmentationSegmentation	—Unverified	0
Enhancing sea ice segmentation in Sentinel-1 images with atrous convolutions	Oct 26, 2023	Binary ClassificationImage Segmentation	CodeCode Available	1
Technical Note: Feasibility of translating 3.0T-trained Deep-Learning Segmentation Models Out-of-the-Box on Low-Field MRI 0.55T Knee-MRI of Healthy Controls	Oct 26, 2023	Image SegmentationSegmentation	—Unverified	0
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic Segmentation	Oct 26, 2023	Image SegmentationSegmentation	CodeCode Available	0
Using Diffusion Models to Generate Synthetic Labelled Data for Medical Image Segmentation	Oct 25, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
Trust, but Verify: Robust Image Segmentation using Deep Learning	Oct 25, 2023	Deep LearningImage Segmentation	—Unverified	0
Robust Source-Free Domain Adaptation for Fundus Image Segmentation	Oct 25, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1

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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