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Author

Qinghe Zheng

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2026

Multi-Level Spatiotemporal Framework for Automatic Modulation Classification

Automatic modulation classification (AMC) has been a critical task in non-cooperative communication systems, yet the application of deep learning to this domain faces challenges. In this letter, we propose a multi-level spatiotemporal framework for AMC. The model integrates a series of fundamental deep learning compone...

Qinghe Zheng, Liande Hou, Yi-Zhe Zhao et al. · 1 citation
Review Open access Jul 2026

Text-to-Image Generation via Deep Learning: A Comprehensive Review of Models, Architectures, and Future Directions

The paradigms of the generative adversarial networks (GANs), variational autoencoders (VAEs), transformer-based designs, and diffusion models, with the last one representing the state of the art in image generation models are discussed.

Abdussalam Elhanashi, Siham Essahraui, Qinghe Zheng et al. · 0 citations

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