Semantic Segmentation of Sika Deer Antler Image by U-Net Based on Two-Dimensional Discrete Wavelet Transform Fusion and Multi-Attention Mechanism by Haotian Gong, Jinfan Wei, Yu Sun, Zhipeng Li, He Gong, Juanjuan Fan

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Remote Sensing Image Compression via Wavelet-Guided Local Structure Decoupling and Channel–Spatial State Modeling by Jiahui Liu, Lili Zhang, Xianjun Wang

“…It comprises two key modules. The Wavelet Transform-guided Local Structure Decoupling (WTLS) module applies multi-scale wavelet decomposition to disentangle and separately encode low- and high-frequency components, enabling efficient parallel modeling of global contours and local textures. …”
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Compressed Sensing-Based MRI Reconstruction Using Complex Double-Density Dual-Tree DWT by Zangen Zhu, Khan Wahid, Paul Babyn, Ran Yang

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Framelet transform based edge detection for straight line detection from remote sensing images by Vidhya Rangasamy, Sulochana Subramaniam

“…The proficiency of the proposed method is evaluated by comparing the results of DWT, dual tree complex wavelet transform (DTCWT), curvelet transform (CUT), contourlet transform (CT) and non subsampled contourlet transform (NSCT) based edge detection methods. …”
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Generalized Fractional Order Complex Lorenz System-Based Dual Layer Security Enhancement Approach by K. Meera, N. Selvaganesan

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A dual-stream ordered topology-aware network for accurate fish counting in aquaculture environments by Jiaming Xin, Zhengmeng Wu, Tongtong Gu, Yiying Wang, Dashe Li, Bin Wang

“…First, a dual-stream feature embedding framework based on wavelet transform is introduced to encode high- and low-frequency information separately. …”
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WDM-UNet: A Wavelet-Deformable Gated Fusion Network for Multi-Scale Retinal Vessel Segmentation by Xinlong Li, Hang Zhou

“…To address these limitations, we propose WDM-UNet, a novel spatial-wavelet dual-domain fusion architecture that integrates spatial and wavelet-domain representations to simultaneously enhance the local detail and global context. …”
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A novel dual-student reverse knowledge distillation method for magnetic tile defect detection by Jiyan Tang, Ao Zhang, Weian Liu

“…The detail student applies wavelet transform to decompose high-level features into low-frequency and high-frequency components, and this decomposition not only retains global structural information of the high-level features but also enhances the detection ability for complex textures, gradients, and irregular defects. …”
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DMSU-Net++: A dual multiscale retinal vessel segmentation method based on improved U-Net+. by Liu Ming, Li Qi

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Energy Management Strategy for Fuel Cell Vehicles Based on Online Driving Condition Recognition Using Dual-Model Predictive Control by Fuxiang Li, Xiaolin Wang, Xucong Bao, Ziyu Wang, Ruixuan Li

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RF Signal Feature Extraction in Integrated Sensing and Communication by Xiaoya Wang, Songlin Sun, Haiying Zhang, Qiang Liu

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An Improved Infrared/Visible Fusion for Astronomical Images by Attiq Ahmad, Muhammad Mohsin Riaz, Abdul Ghafoor, Tahir Zaidi

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Application of DTCWT Decomposition and Partial Differential Equation Denoising Methods in Remote Sensing Image Big Data Denoising and Reconstruction by Wei Zeng

“…To solve this problem, this research proposes an improved remote sensing image processing model, in which the dual tree complex wavelet transform (DTCWT) method is used to conduct multiscale decomposition of the impact, and the fourth-order differential equation is used to denoise the decomposed complex high-frequency subband information, and then the denoised subbands are reconstructed into the denoised image. …”
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Change Detection Based on Image Standardization and Improved Residual Network for Single-Polarization SAR Images by Mengmeng Wang, Jixian Zhang, Guoman Huang, Lijun Lu, Fenfen Hua

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Multi-focus image fusion based on pulse coupled neural network and WSEML in DTCWT domain by Yuan Jia, Tiande Ma

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Abnormal heart sound recognition using SVM and LSTM models in real-time mode by Moy’awiah A. Al-Shannaq, Areen Nasrawi, Abed Al-Raouf K. Bsoul, Ahmad A. Saifan

“…Digital signal processing methods, by applying the fast Fourier transform, filtering techniques, and the dual-tree complex wavelet transform, with machine learning classification algorithms are employed to segment the input phonocardiogram signal, extract meaningful features, and find the appropriate class for the input signal. …”
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Enhancing corn industry sustainability through deep learning hybrid models for price volatility forecasting. by Chengjin Yang, Yanzhong Zhai, Zehua Liu

“…In order to address the challenges posed by maize price volatility to the sustainability of the industry, this study proposes a multi-module wavelet transform-based fusion forecasting model: the TLDCF-TSD-BiTCEN-BiLSTM-FECAM (TLDCF-TSD-BBF) model, which is capable of accurately predicting short-term maize price volatility, thereby enhancing the sustainability of the industry. …”
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Location Method of Buried Polyethylene Gas Pipeline Based on Acoustic Signal Ellipse Method by Hanyu Zhang, Yang Li, Zhuo Xu, Ao Zhang, Xianfa Liu, Pengyao Sun, Xianchao Sun

“…The cross-correlation time delay positioning technology is combined with the elliptical equation, forming an effective mechanism for pipeline depth positioning. First, a dual-tree complex wavelet transform is employed to denoise the collected signals, enhancing the quality and accuracy of the data. …”
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IEWNet: Multi-Scale Robust Watermarking Network Against Infrared Image Enhancement Attacks by Yu Bai, Li Li, Shanqing Zhang, Jianfeng Lu, Ting Luo

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Secure Audio Forensic Marking Alogrithm Using 2D Barcode in DWT-DFRNT Domain by De Li, JongWeon Kim

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