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Mephisto405/README.md

In-Young Cho / 쑰인영

Machine Learning Engineer since 2021.
Focus: 3D Deep Learning, Generative Models, and Real-time Inference.

Currently building 3D content generation systems using large diffusion and language models.
Main interest: making ML models run faster, cheaper, and more useful in production (especially for graphics / game pipelines).


Projects (Selection)


Tech Stack

  • Languages: Python, C++, JavaScript
  • Frameworks: PyTorch, TensorFlow, ONNX
  • Graphics: CUDA, OpenGL, WebGL
  • Infra/Tools: Unreal Engine, Blender

Background

  • Working at KRAFTON, developing 3D generation features (e.g. in inZOI)
  • Prev: ML engineer at SPACEWALK, focused on architecture optimization using RL
  • MS in CS @ KAIST (Thesis on Monte Carlo rendering denoising)
  • BS in CS and Math @ KAIST (Summa cum laude)

Contact

Pinned Loading

  1. WCMC WCMC Public

    Weakly-Supervised Contrastive Learning in Path Manifold for Monte Carlo Image Reconstruction [Cho et al. SIGGRAPH 2021]

    Python 32 3

  2. OptaGen OptaGen Public

    Optix-based automated data generation tool

    C 2

  3. Learning-Loss-for-Active-Learning Learning-Loss-for-Active-Learning Public

    Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]

    Python 218 50

  4. Unsupervised-Out-of-Distribution-Detection-by-Maximum-Classifier-Discrepancy Unsupervised-Out-of-Distribution-Detection-by-Maximum-Classifier-Discrepancy Public

    Reproducing experimental results of OOD-by-MCD [Yu and Aizawa et al. ICCV 2019]

    Python 30 3

  5. NeRF-Reproduce NeRF-Reproduce Public

    CS492 3D-ML Term Project by In-Young Cho

    Python 5

  6. Accelerated-Ray-Tracing-in-One-Weekend-in-CUDA Accelerated-Ray-Tracing-in-One-Weekend-in-CUDA Public

    Inspired by https://devblogs.nvidia.com/accelerated-ray-tracing-cuda/

    C++