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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.

  • KOALA: Empirical Lessons Toward Memory-Efficient and Fast Diffusion Models for Text-to-Image Synthesis, NeurIPS 2024.
  • 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

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  1. sdxl-koala sdxl-koala Public

    [NeurIPS 2024] Empirical Lessons Toward Memory-Efficient and Fast Diffusion Models for Text-to-Image Synthesis

    Python 135 3

  2. rc-mae rc-mae Public

    [ICLR 2023] RC-MAE

    Python 51 3

  3. MPViT MPViT Public

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

    Python 369 40

  4. centermask2 centermask2 Public

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

    Python 784 157

  5. vovnet-detectron2 vovnet-detectron2 Public

    [CVPR 2020] VoVNet backbone networks for detectron2

    Python 380 68

  6. CenterMask CenterMask Public

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

    Python 774 121