Edge AI

Running machine-learning inference near the sensor, where latency, power, memory, and reliability constrain the model.

Projects

• Thermal Super-ResolutionAn IMDN-derived single-channel thermal super-resolution pipeline trained with thermal-specific objectives and optimized for deployment on NVIDIA Jetson hardware.
• OmniSign — Lebanese Sign Language translationA real-time translation system for Lebanese Sign Language spanning camera input, visual recognition, language output, and deployment across mobile, web, and offline embedded environments.

Writing

• Adapting super-resolution to thermal imageryUpscaling a thermal frame is not the same problem as enlarging an RGB photograph, especially when the result must run beside the rest of a perception stack.
• Building real-time Lebanese Sign Language translationLebanese Sign Language has a data problem before it has a model problem.