Deep Learning

MAFSRM: A Multiangle Feature Separation and Reconstruction Module for Industrial Defect Detection featured image

MAFSRM: A Multiangle Feature Separation and Reconstruction Module for Industrial Defect Detection

In industrial manufacturing, the measurability of surface defects directly impacts the accuracy of quality assessment and the effectiveness of process control. While object …

Zongshuai Zhang
Attention-Enhanced Deep Learning Model for Reconstruction and Downscaling of Thermocline Depth in the Tropical Indian Ocean featured image

Attention-Enhanced Deep Learning Model for Reconstruction and Downscaling of Thermocline Depth in the Tropical Indian Ocean

Accurate estimation of high-resolution thermocline depth is important for investigating ocean processes and climate variability on multiple scales. Due to the sparse coverage and …

Zhongkun Feng
Sea Surface Temperature and Marine Heat Wave Predictions in the South China Sea: A 3D U-Net Deep Learning Model Integrating Multi-Source Data featured image

Sea Surface Temperature and Marine Heat Wave Predictions in the South China Sea: A 3D U-Net Deep Learning Model Integrating Multi-Source Data

Accurate sea surface temperature (SST) prediction is vital for disaster prevention, ocean circulation, and climate change. Traditional SST prediction methods, predominantly reliant …

Bowen Xie
Attention-Enhanced Deep Learning Approach for Marine Heatwave Forecasting featured image

Attention-Enhanced Deep Learning Approach for Marine Heatwave Forecasting

Marine heatwave(MHW) events refer to periods of significantly elevated sea surface temperatures(SST), persisting from days to months, with significant impacts on marine ecosystems, …

Yiyun Liu
One2ThreeNet: An Automatic Microscale-Based Modulation Recognition Method for Underwater Acoustic Communication Systems featured image

One2ThreeNet: An Automatic Microscale-Based Modulation Recognition Method for Underwater Acoustic Communication Systems

Automatic modulation recognition (AMR) technology enables receivers to automatically recognize the modulation type of the received signal for correct demodulation of the received …

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王景景
Multi-scale spatial and spectral feature fusion for soil carbon content prediction based on hyperspectral images featured image

Multi-scale spatial and spectral feature fusion for soil carbon content prediction based on hyperspectral images

Soil carbon content prediction based on hyperspectral images can achieve large-scale spatial measurement, which has the advantages of wide coverage and fast information collection, …

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李雪莹
An overview of hyperspectral image feature extraction, classification methods and the methods based on small samples featured image

An overview of hyperspectral image feature extraction, classification methods and the methods based on small samples

Hyperspectral image (HSI) contains rich spatial and spectral information, which has been widely used in resource exploration, ecological environment monitoring, land cover …

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李雪莹
Missing data reconstruction in VHR images based on progressive structure prediction and texture generation featured image

Missing data reconstruction in VHR images based on progressive structure prediction and texture generation

Very high resolution (VHR) satellite and aerial images often suffer from scene occlusion caused by redundant objects. The task of removing these redundant objects can be solved by …

Hanwen Xu
Soil Classification Based on Deep Learning Algorithm and Visible Near-Infrared Spectroscopy featured image

Soil Classification Based on Deep Learning Algorithm and Visible Near-Infrared Spectroscopy

Changes in land cover will cause the changes in the climate and environmental characteristics, which has an important influence on the social economy and ecosystem. The main form …

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李雪莹
Cotton Appearance Grade Classification Based on Machine Learning featured image

Cotton Appearance Grade Classification Based on Machine Learning

In recent years, due to the rapid development of Chinese textile industry, the domestic demand for cotton increases sharply. Conversely, the cotton plantation area increasingly …

Yan Lv