Methods › Computer Vision › Semantic Segmentation Models › UNet++
UNet++
Introduced by Zongwei Zhou et al. in UNet++: A Nested U-Net Architecture for Medical Image Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
UNet++ is an architecture for semantic segmentation based on the U-Net. Through the use of densely connected nested decoder sub-networks, it enhances extracted feature processing and was reported by its authors to outperform the U-Net in Electron Microscopy (EM), Cell, Nuclei, Brain Tumor, Liver and Lung Nodule medical image segmentation tasks.
Papers archive 2025-07-28
30 shown of 61, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Attention GhostUNet++: Enhanced Segmentation of Adipose Tissue and Liver in CT Images 14 Apr 2025 · 1 repository · arXiv:2504.11491
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The impact of tissue detection on diagnostic artificial intelligence algorithms in digital pathology 29 Mar 2025 · 0 repositories · arXiv:2503.23021
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Sustainable Deep Learning-Based Breast Lesion Segmentation: Impact of Breast Region Segmentation on Performance 19 Mar 2025 · 0 repositories · arXiv:2503.15708
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Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds 11 Mar 2025 · 0 repositories · arXiv:2503.08515
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Framework for lung CT image segmentation based on UNet++ 5 Jan 2025 · 0 repositories · arXiv:2501.02428
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Towards Hard and Soft Shadow Removal via Dual-Branch Separation Network and Vision Transformer 3 Jan 2025 · 0 repositories · arXiv:2501.01864
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UNet++ and LSTM combined approach for Breast Ultrasound Image Segmentation 7 Dec 2024 · 0 repositories · arXiv:2412.05585
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Artificial Intelligence Mangrove Monitoring System Based on Deep Learning and Sentinel-2 Satellite Data in the UAE (2017-2024) 18 Nov 2024 · 0 repositories · arXiv:2411.11918
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KaLDeX: Kalman Filter based Linear Deformable Cross Attention for Retina Vessel Segmentation 28 Oct 2024 · 1 repository · arXiv:2410.21160
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A Framework for Real-Time Volcano-Seismic Event Recognition Based on Multi-Station Seismograms and Semantic Segmentation Models 27 Oct 2024 · 1 repository · arXiv:2410.20595
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Toward Generalizable Multiple Sclerosis Lesion Segmentation Models 25 Oct 2024 · 0 repositories · arXiv:2410.19623
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E2E-Swin-Unet++: An Enhanced End-to-End Swin-Unet Architecture With Dual Decoders For PTMC Segmentation 23 Oct 2024 · 0 repositories · arXiv:2410.18239
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Multiscale Latent Diffusion Model for Enhanced Feature Extraction from Medical Images 5 Oct 2024 · 0 repositories · arXiv:2410.04000
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Comparative Analysis of Deep Learning Architectures for Breast Region Segmentation with a Novel Breast Boundary Proposal 3 Oct 2024 · 0 repositories · arXiv:2410.02337
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InfLocNet: Enhanced Lung Infection Localization and Disease Detection from Chest X-Ray Images Using Lightweight Deep Learning 12 Aug 2024 · 0 repositories · arXiv:2408.06459
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Lost in UNet: Improving Infrared Small Target Detection by Underappreciated Local Features 19 Jun 2024 · 1 repository · arXiv:2406.13445
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UDBRNet: A novel uncertainty driven boundary refined network for organ at risk segmentation 17 Jun 2024 · 1 repository
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Calibrating Bayesian UNet++ for Sub-Seasonal Forecasting 25 Mar 2024 · 0 repositories · arXiv:2403.16612
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DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans 27 Jan 2024 · 0 repositories · arXiv:2401.15354
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Segmenting Cardiac Muscle Z-disks with Deep Neural Networks 24 Jan 2024 · 0 repositories · arXiv:2401.13472
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Equirectangular image construction method for standard CNNs for Semantic Segmentation 13 Oct 2023 · 0 repositories · arXiv:2310.09122
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Deep Neighbor Layer Aggregation for Lightweight Self-Supervised Monocular Depth Estimation 17 Sep 2023 · 1 repository · arXiv:2309.09272
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Performance Analysis of Various EfficientNet Based U-Net++ Architecture for Automatic Building Extraction from High Resolution Satellite Images 5 Sep 2023 · 0 repositories · arXiv:2310.06847
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A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification 2 Jul 2023 · 0 repositories · arXiv:2307.00583
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Voxel-wise classification for porosity investigation of additive manufactured parts with 3D unsupervised and (deeply) supervised neural networks 13 May 2023 · 1 repository · arXiv:2305.07894
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Coastal Aquaculture Extraction Using GF-3 Fully Polarimetric SAR Imagery: A Framework Integrating UNet++ with Marker-Controlled Watershed Segmentation 19 Apr 2023 · 1 repository
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ADS_UNet: A Nested UNet for Histopathology Image Segmentation 10 Apr 2023 · 0 repositories · arXiv:2304.04567
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NUMSnet: Nested-U Multi-class Segmentation network for 3D Medical Image Stacks 5 Apr 2023 · 0 repositories · arXiv:2304.02713
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Deep Learning Based Dominant Index Lesion Segmentation for MR-guided Radiation Therapy of Prostate Cancer 6 Mar 2023 · 0 repositories · arXiv:2303.03494
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High-throughput 3DRA segmentation of brain vasculature and aneurysms using deep learning 1 Mar 2023 · 1 repository
Tasks archive 2025-07-28
20 shown of 88 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections