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 3026–3050 of 5035 papers

Title	Date	Tasks	Status
PT-ResNet: Perspective Transformation-Based Residual Network for Semantic Road Image Segmentation	Oct 29, 2019	Image Segmentationroad scene understanding	—Unverified
Pubic Symphysis-Fetal Head Segmentation Network Using BiFormer Attention Mechanism and Multipath Dilated Convolution	Oct 14, 2024	DecoderImage Segmentation	—Unverified
Push the Boundary of SAM: A Pseudo-label Correction Framework for Medical Segmentation	Aug 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Pylon Model for Semantic Segmentation	Dec 1, 2011	Image Segmentationmodel	—Unverified
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation	Jan 1, 2022	Autonomous DrivingDecoder	—Unverified
Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation	Oct 1, 2019	Few-Shot Semantic SegmentationGraph Attention	—Unverified
Pyramid Medical Transformer for Medical Image Segmentation	Apr 29, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation	Apr 15, 2024	DecoderImage Segmentation	—Unverified
QIS : Interactive Segmentation via Quasi-Conformal Mappings	Feb 22, 2024	Image SegmentationInteractive Segmentation	—Unverified
Q-learning optimization in a multi-agents system for image segmentation	Nov 23, 2013	Image SegmentationQ-Learning	—Unverified
Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis	Dec 15, 2023	DecoderImage Segmentation	—Unverified
Quality-Adaptive Split-Federated Learning for Segmenting Medical Images with Inaccurate Annotations	Apr 28, 2023	Federated LearningImage Segmentation	—Unverified
Quality-aware semi-supervised learning for CMR segmentation	Sep 1, 2020	Data AugmentationImage Segmentation	—Unverified
Automatic quality control framework for more reliable integration of machine learning-based image segmentation into medical workflows	Dec 6, 2021	Brain Image SegmentationDiagnostic	—Unverified
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation	Aug 8, 2024	DiversityFairness	—Unverified
Quantization of Deep Neural Networks for Accurate Edge Computing	Apr 25, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation	Mar 13, 2018	Image SegmentationQuantization	—Unverified
Quantized Feature Distillation for Network Quantization	Jul 20, 2023	image-classificationImage Classification	—Unverified
Quantum Edge Detection for Image Segmentation in Optical Environments	Sep 9, 2014	Edge DetectionImage Segmentation	—Unverified
Quantum-enhanced unsupervised image segmentation for medical images analysis	Nov 22, 2024	Image SegmentationSegmentation	—Unverified
Quantum Image Segmentation Based on Grayscale Morphology	Oct 2, 2023	Image SegmentationSegmentation	—Unverified
QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter	Mar 10, 2025	DiagnosticImage Segmentation	—Unverified
QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge	Mar 19, 2024	Image SegmentationMedical Image Segmentation	—Unverified
QuFeX: Quantum feature extraction module for hybrid quantum-classical deep neural networks	Jan 22, 2025	Autonomous DrivingImage Segmentation	—Unverified
R2U3D: Recurrent Residual 3D U-Net for Lung Segmentation	May 5, 2021	Data AugmentationImage 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