Neural Preset Generator
Hybrid Reinhard + custom CNN style-transfer pipeline enabling real-time colour grading on 4K+ images.
Stack
PyTorch, CNN, Apple MPS, OpenCV
Links
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The Process
Created a hybrid Reinhard and custom CNN style-transfer pipeline that enables real-time colour grading on 4K+ images. The system is designed for photorealistic preset cloning, utilizing a resolution-independent workflow with 512px proxies and adaptive film grain synthesis to eliminate geometric distortion.
The Outcome
Achieved a ~40% inference latency reduction via Apple Silicon MPS optimization, ensuring smooth and rapid processing of high-resolution images.