Two-Stage Efficient Parking Space Detection Method Based on Deep Learning and Computer Vision by Junzhe Jiang, Rongnian Tang, Weian Kang, Zengcai Xu, Cheng Qian

“…Then, using the special convolution kernel proposed in this paper, the local image is convolved to obtain the direction information of the parking space. …”
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Voice activity detection in noisy conditions using tiny convolutional neural network by R. S. Vashkevich, E. S. Azarov

“…The properties of the model are achieved by using a special convolutional layer that considers the harmonic structure of vocal speech. …”
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Attention-Enhanced Hybrid Automatic Modulation Classification for Advanced Wireless Communication Systems: A Deep Learning-Transformer Framework by Sam Ansari, Khawla A. Alnajjar, Sohaib Majzoub, Eqab Almajali, Anwar Jarndal, Talal Bonny, Abir Hussain, Soliman Mahmoud

“…To address these limitations, this paper presents a novel attention-enhanced hybrid AMC framework that synergistically integrates specialized convolutional layers for efficient temporal feature extraction with a compact transformer encoder for global sequence modeling. …”
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