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 4526–4550 of 5035 papers

Title	Date	Tasks	Status
Semantic Binary Segmentation using Convolutional Networks without Decoders	May 1, 2018	DecoderImage Segmentation	CodeCode Available
Approximate Decomposable Submodular Function Minimization for Cardinality-Based Components	Oct 28, 2021	Image SegmentationSegmentation	CodeCode Available
ViG-UNet: Vision Graph Neural Networks for Medical Image Segmentation	Jun 8, 2023	DecoderGraph Neural Network	CodeCode Available
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available
CATALOG: A Camera Trap Language-guided Contrastive Learning Model	Dec 14, 2024	Contrastive Learningimage-classification	CodeCode Available
Semantic Image Segmentation via Deep Parsing Network	Sep 9, 2015	GPUImage Segmentation	CodeCode Available
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
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems	May 3, 2024	Autonomous NavigationImage Segmentation	CodeCode Available
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentation	Mar 19, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation	May 24, 2025	Image SegmentationKolmogorov-Arnold Networks	CodeCode Available
Interactive Image Segmentation With Latent Diversity	Jun 1, 2018	DiversityImage Segmentation	CodeCode Available
Interactive Image Segmentation With First Click Attention	Jun 1, 2020	Image SegmentationInteractive Segmentation	CodeCode Available
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on Attention	Jul 15, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Interactive Image Segmentation with Cross-Modality Vision Transformers	Jul 5, 2023	Image SegmentationInteractive Segmentation	CodeCode Available
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation	Nov 20, 2024	Contrastive LearningImage Segmentation	CodeCode Available
Detection and Localization of Drosophila Egg Chambers in Microscopy Images.	Sep 7, 2017	ClusteringImage Segmentation	CodeCode Available
Semantic Projection Network for Zero- and Few-Label Semantic Segmentation	Jun 1, 2019	Few-Shot LearningImage Segmentation	CodeCode Available
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation	Dec 21, 2022	Image SegmentationSegmentation	CodeCode Available
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation	Sep 20, 2021	Image SegmentationLeft Atrium Segmentation	CodeCode Available
Dense Transformer Networks	May 24, 2017	DecoderImage Segmentation	CodeCode Available
UNI-EM: An Environment for Deep Neural Network-Based Automated Segmentation of Neuronal Electron Microscopic Images	Apr 12, 2019	3D ReconstructionElectron Microscopy Image Segmentation	CodeCode Available
Semantic Segmentation for Urban-Scene Images	Oct 20, 2021	Autonomous DrivingImage Segmentation	CodeCode Available
Semantic Segmentation from Image Labels by Reconstruction from Structured Decomposition	Sep 2, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Token Sparsification for Faster Medical Image Segmentation	Mar 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available

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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