Výsledky vyhledávání - DeepLabv3+ Convolutional Neural Network
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Enhancing DeepLabv3+ Convolutional Neural Network Model for Precise Apple Orchard Identification Using GF-6 Remote Sensing Images and PIE-Engine Cloud Platform
ISSN: 2072-4292, 2072-4292Vydáno: Basel MDPI AG 01.06.2025Vydáno v Remote sensing (Basel, Switzerland) (01.06.2025)“… This study enhanced the DeepLabv3+ model to achieve superior performance in apple orchard identification by incorporating ResNet, optimizing the algorithm, and adjusting hyperparameter configuration using the PIE-Engine cloud platform…”
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Shuffle window transformer DeepLabV3+: a lightweight convolutional neural network and transformer based hybrid semantic segmentation network
ISSN: 2632-2153, 2632-2153Vydáno: Bristol IOP Publishing 30.06.2025Vydáno v Machine learning: science and technology (30.06.2025)“… To address this, this paper proposes a semantic segmentation network based on a hybrid architecture of convolutional neural network and Transformer, named shuffle window transformer DeeplabV3+ (SWT-DeepLabV3…”
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High-Throughput in situ Root Image Segmentation Based on the Improved DeepLabv3+ Method
ISSN: 1664-462X, 1664-462XVydáno: Lausanne Frontiers Media SA 19.10.2020Vydáno v Frontiers in plant science (19.10.2020)“…+ convolutional neural network (CNN) architecture…”
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Lithology Identification of Improved Model based on DeepLabv3 + Deep Convolutional Neural Network
Vydáno: IEEE 18.10.2024Vydáno v 2024 International Conference on New Trends in Computational Intelligence (NTCI) (18.10.2024)“…Aiming at the complexity of outcrop lithology identification, an improved outcrop lithology identification algorithm based on DeepLabv3 + is proposed…”
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Crack Detection on Concrete Surfaces Using Deep Encoder-Decoder Convolutional Neural Network: A Comparison Study Between U-Net and DeepLabV3
ISSN: 2581-1037, 2549-5925Vydáno: Universitas Gadjah Mada 31.08.2021Vydáno v Journal of the Civil Engineering Forum (31.08.2021)“… Convolutional neural network (CNN), a subset of artificial intelligence, is used to detect cracks on concrete surfaces through semantic image segmentation…”
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Intelligent Recognition and Segmentation of Blunt Craniocerebral Injury CT Images Based on DeepLabV3+ Model
ISSN: 1004-5619Vydáno: China Editorial Office of Journal of Forensic Medicine 25.10.2024Vydáno v Fa yi xue za zhi (25.10.2024)“… (hereinafter referred to as "segmentation") by training convolutional neural network DeepLabV3…”
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Multi-task semantic segmentation of CT images for COVID-19 infections using DeepLabV3+ based on dilated residual network
ISSN: 2662-4729, 0158-9938, 2662-4737, 2662-4737, 1879-5447Vydáno: Cham Springer International Publishing 01.06.2022Vydáno v Australasian physical & engineering sciences in medicine (01.06.2022)“…COVID-19 is a deadly outbreak that has been declared a public health emergency of international concern. The massive damage of the disease to public health,…”
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Hedgerow map of Bavaria, Germany, based on orthophotos and convolutional neural networks
ISSN: 2352-9385, 2352-9385Vydáno: Elsevier B.V 01.01.2025Vydáno v Remote sensing applications (01.01.2025)“…Hedgerows play a significant role in biodiversity preservation, carbon sequestration, soil stability and the ecological integrity of rural landscapes…”
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Semantic Segmentation of Smartphone Wound Images: Comparative Analysis of AHRF and CNN-Based Approaches
ISSN: 2169-3536, 2169-3536Vydáno: United States IEEE 2020Vydáno v IEEE access (2020)“… FCN, U-Net and DeepLabV3 are Convolutional Neural Networks used for semantic segmentation…”
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Microscopic segmentation and classification of COVID‐19 infection with ensemble convolutional neural network
ISSN: 1059-910X, 1097-0029, 1097-0029Vydáno: Hoboken, USA John Wiley & Sons, Inc 01.01.2022Vydáno v Microscopy research and technique (01.01.2022)“… In this reported research, three‐phase model is proposed for COVID‐19 detection. In Phase I, noise is removed from CT images using a denoise convolutional neural network (DnCNN…”
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Automatic Segmentation of Finger Bone Regions from CR Images Using Improved DeepLabv3
ISSN: 2642-3901Vydáno: ICROS 12.10.2021Vydáno v International Conference on Control, Automation and Systems (Online) (12.10.2021)“…The number of hospitalized patients and the number of people requiring nursing care are serious social problems in Japan due to the increasing elderly…”
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Snow detection in alpine regions with Convolutional Neural Networks: discriminating snow from cold clouds and water body
ISSN: 1548-1603, 1943-7226, 1943-7226Vydáno: Taylor & Francis 31.12.2022Vydáno v GIScience and remote sensing (31.12.2022)“… Convolutional neural networks ensemble model with DeepLabV3+ was employed as sub-models for snow segmentation using (Sentinel-2…”
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mid-DeepLabv3+: A Novel Approach for Image Semantic Segmentation Applied to African Food Dietary Assessments
ISSN: 1424-8220, 1424-8220Vydáno: Switzerland MDPI AG 29.12.2023Vydáno v Sensors (Basel, Switzerland) (29.12.2023)“…Recent decades have witnessed the development of vision-based dietary assessment (VBDA) systems. These systems generally consist of three main stages: food…”
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Automatic Cerebral Hemisphere Segmentation in Rat MRI with Ischemic Lesions via Attention-based Convolutional Neural Networks
ISSN: 1539-2791, 1559-0089, 1559-0089Vydáno: New York Springer US 01.01.2023Vydáno v Neuroinformatics (Totowa, N.J.) (01.01.2023)“… on the available resources. We optimized MedicDeepLabv3+ and six other state-of-the-art convolutional neural networks (DeepLabv3…”
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Leveraging DeepLabV3+ for Lung Region Delineation in Chest Radiographs using Convolutional Neural Network Approach
Vydáno: IEEE 17.05.2024Vydáno v 2024 Second International Conference on Data Science and Information System (ICDSIS) (17.05.2024)“…The advent of deep learning technologies has revolutionized the field of medical imaging, particularly through the application of sophisticated convolutional neural network (CNN…”
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Robust Species Distribution Mapping of Crop Mixtures Using Color Images and Convolutional Neural Networks
ISSN: 1424-8220, 1424-8220Vydáno: Switzerland MDPI AG 29.12.2020Vydáno v Sensors (Basel, Switzerland) (29.12.2020)“…+ based convolutional neural network. Data collection has been performed at four separate experimental plot trial sites over three growing seasons…”
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An integrated approach to automatic pixel-level crack detection and quantification of asphalt pavement
ISSN: 0926-5805, 1872-7891Vydáno: Amsterdam Elsevier B.V 01.06.2020Vydáno v Automation in construction (01.06.2020)“… To address this problem, we propose an integrated approach based on the convolutional neural network DeepLabv3…”
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Convolutional neural networks for urban green areas semantic segmentation on Sentinel-2 data
ISSN: 2352-9385, 2352-9385Vydáno: Elsevier B.V 01.11.2024Vydáno v Remote sensing applications (01.11.2024)“… Various convolutional neural network architectures (FCN, U-Net, SegNet, DeepLabv3+) were evaluated on open and widely accessible Sentinel-2 data for semantic…”
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Convolutional neural networks for road surface classification on aerial imagery
ISSN: 2376-5992, 2376-5992Vydáno: United States PeerJ. Ltd 23.12.2024Vydáno v PeerJ. Computer science (23.12.2024)“…), U-Net, SegNet, DeepLabv3+) on this task. We find that convolutional neural network (CNN…”
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A Clinically Explainable AI-Based Grading System for Age-Related Macular Degeneration Using Optical Coherence Tomography
ISSN: 2168-2194, 2168-2208, 2168-2208Vydáno: United States IEEE 01.04.2024Vydáno v IEEE journal of biomedical and health informatics (01.04.2024)“…) detection of merged retina layers using a novel convolutional neural network model; (iii) drusen detection based on 2D…”
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