AI-Driven Remote Sensing Image Processing and Pattern Recognition

Dear Colleagues,

The field of remote sensing imaging science is undergoing a transformative era, driven by advancements in artificial intelligence, sensor technology, and computational power. This Special Issue, "AI-Driven Remote Sensing Image Processing and Pattern Recognition," seeks to highlight cutting-edge research and comprehensive reviews that address the evolving landscape of extracting meaningful information from complex remote sensing image data.

This Special Issue aims to focus on novel methodologies that enhance the capabilities of remote sensing image analysis systems. Topics of interest include, but are not limited to, the following: Deep learning architectures (CNNs, transformers, GANs) for remote sensing image segmentation, remote sensing image detection, and remote sensing image classification; explainable AI (XAI) for interpretable model decisions; multi-modal and cross-domain remote sensing data fusion; and robust algorithms for low-quality or adversarial data. A key emphasis will be on practical challenges such as remote sensing data efficiency, model generalization, real-time processing, and integration with emerging imaging modalities.

In this Special Issue, original research articles and reviews are welcome. Research areas may include (but are not limited to) the following:

• Advanced deep learning architectures for remote sensing (e.g., transformers, generative models);
• Multimodal and multi-temporal remote sensing data fusion;
• Explainable AI for remote sensing image analysis;
• Scalable and efficient processing techniques;
• Robustness to noise, occlusion, and atmospheric conditions;
• Real-time processing and automated systems.

We look forward to receiving your contributions.

Dr. Zhenqi Liu
Dr. Jiaxin Li
Dr. Mengying Xie
Dr. Chuan Fu
Dr. Kaiwen Wei
Guest Editors

Manuscript Submission Information

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Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 1800 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.