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 2076–2100 of 5035 papers

Title	Date	Tasks	Status	Score
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan Images	Apr 6, 2020	COVID-19 DiagnosisDiagnostic	CodeCode Available	5
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes	Sep 21, 2017	Automatic Liver And Tumor SegmentationGPU	CodeCode Available	5
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	5
Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation	Jun 6, 2019	Image SegmentationLesion Classification	CodeCode Available	5
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomalies	Aug 2, 2023	Anomaly DetectionImage Segmentation	CodeCode Available	5
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation	Dec 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological Images	Nov 29, 2023	Cell SegmentationImage Segmentation	CodeCode Available	5
Constrained domain adaptation for Image segmentation	Aug 8, 2019	Domain AdaptationImage Segmentation	CodeCode Available	5
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on Video	Mar 16, 2021	Image SegmentationSegmentation	CodeCode Available	5
H²O: Heatmap by Hierarchical Occlusion	Sep 20, 2023	image-classificationImage Classification	CodeCode Available	5
AI Driven Water Segmentation with deep learning models for Enhanced Flood Monitoring	Jan 14, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	5
Constrained Convolutional Neural Networks for Weakly Supervised Segmentation	Jun 11, 2015	Image SegmentationSemantic Segmentation	CodeCode Available	5
Grounding Linguistic Commands to Navigable Regions	Dec 24, 2021	Autonomous VehiclesImage Segmentation	CodeCode Available	5
GRU-Net: Gaussian Attention Aided Dense Skip Connection Based MultiResUNet for Breast Histopathology Image Segmentation	Jun 12, 2024	DecoderDiagnostic	CodeCode Available	5
HALOS: Hallucination-free Organ Segmentation after Organ Resection Surgery	Mar 14, 2023	AnatomyDeep Learning	CodeCode Available	5
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)	Jul 5, 2024	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	5
Kvasir-SEG: A Segmented Polyp Dataset	Nov 16, 2019	Image SegmentationMedical Image Analysis	CodeCode Available	5
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation	Jun 7, 2023	Computed Tomography (CT)Contrastive Learning	—Unverified	0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition	May 20, 2025	Conformal PredictionImage Segmentation	—Unverified	0
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation	Feb 9, 2018	General ClassificationImage Segmentation	—Unverified	0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts	Dec 7, 2016	Image SegmentationMedical Image Segmentation	—Unverified	0
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex	Feb 17, 2018	ClusteringImage Segmentation	—Unverified	0
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review	Jul 9, 2024	Image SegmentationSegmentation	—Unverified	0
Generative adversarial network for segmentation of motion affected neonatal brain MRI	Jun 11, 2019	Generative Adversarial NetworkImage Reconstruction	—Unverified	0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration	Dec 2, 2020	Computed Tomography (CT)Image Registration	—Unverified	0

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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