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 4276–4300 of 5035 papers

Title	Date	Tasks	Status
Multi-Level Contextual Network for Biomedical Image Segmentation	Sep 30, 2018	Image SegmentationSegmentation	CodeCode Available
Localized Super Resolution for Foreground Images using U-Net and MR-CNN	Oct 27, 2021	Image SegmentationImage Super-Resolution	CodeCode Available
Semantic Segmentation in Satellite Hyperspectral Imagery by Deep Learning	Oct 24, 2023	Deep LearningImage Segmentation	CodeCode Available
Multimodal-Aware Fusion Network for Referring Remote Sensing Image Segmentation	Mar 14, 2025	Image SegmentationSegmentation	CodeCode Available
Uncertainty-based Detection of Adversarial Attacks in Semantic Segmentation	May 22, 2023	image-classificationImage Classification	CodeCode Available
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer	Aug 1, 2024	DenoisingImage Segmentation	CodeCode Available
Localized Adaptive Risk Control	May 13, 2024	ARCFairness	CodeCode Available
Whole-brain radiomics for clustered federated personalization in brain tumor segmentation	Oct 17, 2023	Brain Tumor SegmentationFederated Learning	CodeCode Available
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk Segmentation	Mar 19, 2023	Computed Tomography (CT)Decoder	CodeCode Available
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel Segmentation	Sep 10, 2023	Computational EfficiencyImage Segmentation	CodeCode Available
VALE: A Multimodal Visual and Language Explanation Framework for Image Classifiers using eXplainable AI and Language Models	Aug 23, 2024	Explainable artificial intelligenceExplainable Artificial Intelligence (XAI)	CodeCode Available
Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image Segmentation	Mar 19, 2016	Image SegmentationSegmentation	CodeCode Available
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	Dec 13, 2019	Computational EfficiencyImage Segmentation	CodeCode Available
Light-Weight RefineNet for Real-Time Semantic Segmentation	Oct 8, 2018	GPUImage Segmentation	CodeCode Available
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical Information	Sep 18, 2024	Brain Tumor SegmentationDecoder	CodeCode Available
Validating Hyperspectral Image Segmentation	Nov 8, 2018	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available
Color-Quality Invariance for Robust Medical Image Segmentation	Feb 11, 2025	Domain GeneralizationImage Segmentation	CodeCode Available
Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation	Dec 19, 2024	Domain GeneralizationImage Segmentation	CodeCode Available
Multiple Light Source Dataset for Colour Research	Aug 16, 2019	BenchmarkingImage Segmentation	CodeCode Available
SegAN: Adversarial Network with Multi-scale L_1 Loss for Medical Image Segmentation	Jun 6, 2017	Brain Tumor SegmentationImage Segmentation	CodeCode Available
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network Accelerators	Feb 4, 2022	Generative Adversarial NetworkImage Generation	CodeCode Available
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available
Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple raters	Dec 1, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Weakly Supervised Image Segmentation Beyond Tight Bounding Box Annotations	Jan 28, 2023	Image SegmentationMultiple Instance Learning	CodeCode Available
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity	May 9, 2024	Image SegmentationSegmentation	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