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 2376–2400 of 5035 papers

Title	Date	Tasks	Status
Text Augmented Spatial-aware Zero-shot Referring Image Segmentation	Oct 27, 2023	Image SegmentationReferring Expression	—Unverified
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
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic Segmentation	Oct 26, 2023	Image SegmentationSegmentation	CodeCode Available
Task-driven Prompt Evolution for Foundation Models	Oct 26, 2023	Image SegmentationSegmentation	—Unverified
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation	Oct 26, 2023	Brain Tumor SegmentationDecoder	—Unverified
Trust, but Verify: Robust Image Segmentation using Deep Learning	Oct 25, 2023	Deep LearningImage Segmentation	—Unverified
S^3-TTA: Scale-Style Selection for Test-Time Augmentation in Biomedical Image Segmentation	Oct 25, 2023	DiversityImage Segmentation	—Unverified
Pixel-Level Clustering Network for Unsupervised Image Segmentation	Oct 24, 2023	Autonomous DrivingClustering	—Unverified
Image Segmentation using U-Net Architecture for Powder X-ray Diffraction Images	Oct 24, 2023	Image SegmentationSemantic Segmentation	—Unverified
Semantic Segmentation in Satellite Hyperspectral Imagery by Deep Learning	Oct 24, 2023	Deep LearningImage Segmentation	CodeCode Available
CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought Language Prompting	Oct 24, 2023	Image Segmentationobject-detection	—Unverified
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation	Oct 21, 2023	Image SegmentationLeft Atrium Segmentation	—Unverified
A review of individual tree crown detection and delineation from optical remote sensing images	Oct 20, 2023	Deep LearningImage Segmentation	—Unverified
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling	Oct 20, 2023	DecoderImage Segmentation	CodeCode Available
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problems	Oct 20, 2023	ClusteringComputational Efficiency	CodeCode Available
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data	Oct 20, 2023	Computational EfficiencyDeep Learning	CodeCode Available
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks	Oct 20, 2023	DecoderImage Segmentation	—Unverified
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research	Oct 19, 2023	Image RegistrationImage Segmentation	—Unverified
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation Medical Image Segmentation	Oct 18, 2023	Domain AdaptationImage Segmentation	—Unverified
Whole-brain radiomics for clustered federated personalization in brain tumor segmentation	Oct 17, 2023	Brain Tumor SegmentationFederated Learning	CodeCode Available
Medical Image Segmentation via Sparse Coding Decoder	Oct 17, 2023	DecoderImage Segmentation	—Unverified
Evaluation and improvement of Segment Anything Model for interactive histopathology image segmentation	Oct 16, 2023	DecoderImage 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
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation	Oct 16, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Deep Conditional Shape Models for 3D cardiac image segmentation	Oct 16, 2023	AnatomyImage Segmentation	—Unverified

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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