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 4176–4200 of 5035 papers

Title	Date	Tasks	Status
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer	Jan 11, 2021	Image SegmentationMedical Image Analysis	—Unverified
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling	Dec 23, 2019	Image SegmentationSemantic Segmentation	—Unverified
Generating Discriminative Object Proposals via Submodular Ranking	Feb 11, 2016	DiversityImage Segmentation	—Unverified
Generation of annotated multimodal ground truth datasets for abdominal medical image registration	Dec 2, 2020	Computed Tomography (CT)Image Registration	—Unverified
Generative adversarial network for segmentation of motion affected neonatal brain MRI	Jun 11, 2019	Generative Adversarial NetworkImage Reconstruction	—Unverified
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation	Feb 9, 2018	General ClassificationImage Segmentation	—Unverified
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation	Jun 7, 2023	Computed Tomography (CT)Contrastive Learning	—Unverified
Geodesic Models with Convexity Shape Prior	Nov 1, 2021	Image SegmentationSegmentation	—Unverified
Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement	Aug 16, 2020	Boundary DetectionImage Segmentation	—Unverified
GeoF: Geodesic Forests for Learning Coupled Predictors	Jun 1, 2013	Image SegmentationSegmentation	—Unverified
Geometric Feature Prompting of Image Segmentation Models	May 27, 2025	Image SegmentationSegmentation	—Unverified
Geometric Framework for Cell Oversegmentation	Feb 3, 2025	Binary ClassificationCell Segmentation	—Unverified
Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors	Aug 9, 2023	Graph Neural NetworkImage Segmentation	—Unverified
Geometry in Active Learning for Binary and Multi-class Image Segmentation	Jun 29, 2016	Active LearningImage Segmentation	—Unverified
GHOST: Grounded Human Motion Generation with Open Vocabulary Scene-and-Text Contexts	Apr 8, 2024	DescriptiveImage Segmentation	—Unverified
GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Image SegmentationMamba	—Unverified
G-image Segmentation: Similarity-preserving Fuzzy C-Means with Spatial Information Constraint in Wavelet Space	Jun 20, 2020	Image SegmentationSemantic Segmentation	—Unverified
GIMP and Wavelets for Medical Image Processing: Enhancing Images of the Fundus of the Eye	Aug 20, 2014	Image ManipulationImage Segmentation	—Unverified
GitNet: Geometric Prior-based Transformation for Birds-Eye-View Segmentation	Apr 16, 2022	Autonomous DrivingBEV Segmentation	—Unverified
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation	Mar 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified
GLID: Pre-training a Generalist Encoder-Decoder Vision Model	Apr 11, 2024	DecoderDepth Estimation	—Unverified
Global Deconvolutional Networks for Semantic Segmentation	Feb 12, 2016	Autonomous Drivingimage-classification	—Unverified
Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images	Apr 5, 2021	Boundary DetectionImage Segmentation	—Unverified
Global Image Segmentation Process using Machine Learning algorithm & Convolution Neural Network method for Self- Driving Vehicles	Oct 26, 2020	Autonomous VehiclesBIG-bench Machine Learning	—Unverified
Global-Local Medical SAM Adaptor Based on Full Adaption	Sep 26, 2024	Image SegmentationMedical Image 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