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youngwanLEE/README.md

πŸ‘‹Β  Hi there! I'm Youngwan, a senior researcher at ETRI and Ph.D student in Graduate school of AI at KAIST, where I'm advised by Prof. Sung Ju Hwang in the Machine Learning and Artificial Intelligence (MLAI) lab.

My research interest is how computers understand the world, including efficient 2D/3D neural network design, object detection, instance segmentation, semantic segmentation, and video classification. πŸ–₯️🌏

Representative publications and Codes

See Google scholar for full list.

  • RC-MAE: Exploring the Role of Mean Teachers in Self-supervised Masked Auto-Encoders, ICLR 2023.
  • MPViT : Multi-Path Vision Transformer for Dense Prediction, CVPR 2022.
  • CenterMask : Real-Time Anchor-Free Instance Segmentation, CVPR 2020.
  • 2D convolutional neural network : VoVNet
  • 3D convolutional neural network : VoV3D

About me

  • πŸ“ I enjoy teaching talking what I know learn, so I am giving lectures on AI as an AI Facilitator at ETRI AI Academy.
  • 🌏🌱🌲🌊 ⛰️ I love to appreciate the beautiful nature.
  • 🎾 πŸ€ I enjoy playing tennis and basket ball.
  • πŸ“« How to reach me: yw.lee@etri.re.kr | ywlee88@kaist.ac.kr

πŸ’ͺ Skills

Platforms & Languages

Python PyTorch Tensorflow Java Android

Pinned

  1. sdxl-koala sdxl-koala Public

    Compressing SDXL via knowledge-distillation

    121 3

  2. rc-mae rc-mae Public

    [ICLR 2023] RC-MAE

    Python 48 2

  3. MPViT MPViT Public

    [CVPR 2022] MPViT:Multi-Path Vision Transformer for Dense Prediction

    Python 349 38

  4. UAD UAD Public

    [ECCVW 2022] UAD: Localization Uncertainty Estimation for Anchor-Free Object Detection

    Python 13

  5. centermask2 centermask2 Public

    [CVPR 2020] CenterMask : Real-time Anchor-Free Instance Segmentation

    Python 769 159

  6. vovnet-detectron2 vovnet-detectron2 Public

    [CVPR 2020] VoVNet backbone networks for detectron2

    Python 372 69