Ch Muhammad Awais
👋 About Me
I am a Research Associate at ISTI-CNR, Pisa, working on deep learning solutions for critical challenges like data scarcity, data quality, and class imbalance in Earth Observation and computer vision domains. I specialize in SAR-based maritime surveillance, image super-resolution, and curriculum learning. With a passion for AI and sustainability, I aim to bridge research with real-world applications.
🔬 What I’m Working On
- Tackling data imbalance in deep learning for SAR ship classification
- Enhancing low-resolution data using super-resolution models
- Exploring Vision-Language Models (VLMs) for remote sensing
- Researching hierarchical networks and expert systems to improve classification reliability
🧠 Research Interests
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- Computer Vision - Machine Learning & Deep Learning - Image Augmentation & Super-Resolution - Vision-Language Models - Environment & Sustainability - Natural Language Processing - AI for Remote Sensing & EO - Data Analysis & Visualization🤝 How to Collaborate With Me
- Open to research collaborations in deep learning, SAR, and computer vision
- Available for guest lectures, project mentorship, and speaking engagements
- Happy to co-author on AI/ML papers related to sustainability or Earth Observation
Feel free to reach out if you’re working on topics around deep learning, satellite data, or AI-powered sustainability. Let’s collaborate!