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06/29/2023
A Fast Fourier Convolutional Deep Neural Network For Accurate and Explainable Discrimination Of Wheat Yellow Rust And Nitrogen Deficiency From Sentinel-2 Time-Series Data
Accurate and timely detection of plant stress is essential for yield pro...
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06/27/2023
A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery
Remote sensing data has been widely used for various Earth Observation (...
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05/19/2023
A Generic Performance Model for Deep Learning in a Distributed Environment
Performance modelling of a deep learning application is essential to imp...
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02/17/2023
sMRI-PatchNet: A novel explainable patch-based deep learning network for Alzheimer's disease diagnosis and discriminative atrophy localisation with Structural MRI
Structural magnetic resonance imaging (sMRI) can identify subtle brain c...
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11/17/2022
Attacking Digital Twins of Robotic Systems to Compromise Security and Safety
Security and safety are of paramount importance to human-robot interacti...
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07/22/2022
Layer-Wise Partitioning and Merging for Efficient and Scalable Deep Learning
Deep Neural Network (DNN) models are usually trained sequentially from o...
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11/16/2021
A Latent Encoder Coupled Generative Adversarial Network (LE-GAN) for Efficient Hyperspectral Image Super-resolution
Realistic hyperspectral image (HSI) super-resolution (SR) techniques aim...
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11/12/2021
The channel-spatial attention-based vision transformer network for automated, accurate prediction of crop nitrogen status from UAV imagery
Nitrogen (N) fertiliser is routinely applied by farmers to increase crop...
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10/20/2021
CXR-Net: An Encoder-Decoder-Encoder Multitask Deep Neural Network for Explainable and Accurate Diagnosis of COVID-19 pneumonia with Chest X-ray Images
Accurate and rapid detection of COVID-19 pneumonia is crucial for optima...
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07/28/2021
A Novel CropdocNet for Automated Potato Late Blight Disease Detection from the Unmanned Aerial Vehicle-based Hyperspectral Imagery
Late blight disease is one of the most destructive diseases in potato cr...
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04/11/2021
A Hybrid Parallelization Approach for Distributed and Scalable Deep Learning
Recently, Deep Neural Networks (DNNs) have recorded great success in han...
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08/10/2020
An Explainable 3D Residual Self-Attention Deep Neural Network FOR Joint Atrophy Localization and Alzheimer's Disease Diagnosis using Structural MRI
Computer-aided early diagnosis of Alzheimer's disease (AD) and its prodr...
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04/19/2020
A Biologically Interpretable Two-stage Deep Neural Network (BIT-DNN) For Hyperspectral Imagery Classification
Spectral-spatial based deep learning models have recently proven to be e...
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01/09/2020