Projects
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HDR Image Denoising Model Optimization
Engineered a highly efficient Hybrid Student HDR denoising model using knowledge distillation. Achieved a 31.63× speedup and cut per-image latency to 30–31 ms, enabling real-time-class inference on an NVIDIA RTX 3080.
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Thermal Camera Image Sensor Non-Uniformity Calibration
Researched and implemented the DeepIR framework to computationally recover high-quality thermal images from low-cost microbolometers. Built a pipeline to separate static sensor non-uniformities from moving scene radiance by combining a physical device model with an unsupervised CNN (Deep Image Prior).
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DIFFUSEFACES — Forensic Face Sketch Generator
Built a Stable Diffusion-based image generator to assist law enforcement in forensic facial imaging. Trained the architecture on 15,000 FFHQ images and 15,000 StyleGAN3-generated faces, fine-tuning the model via LoRA.