youngwanlee Goto Github PK

followers: 276.0 following: 3.0 repos: 31.0 gists: 3.0

Name: Youngwan Lee

Type: User

Company: ETRI & MLAI@KAIST

Bio: Senior researcher at ETRI & Ph.D student in Graduate school of AI at KAIST.

Location: South Korea

👋 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. 🖥️🌏

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

📝 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.
🎾 🏀 I enjoy playing tennis and basket ball.
📫 How to reach me: [email protected] | [email protected]

💪 Skills

Platforms & Languages

Youngwan Lee's Projects

adelaidet

AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.

annotated_latex_equations

Examples of how to create colorful, annotated equations in Latex using Tikz.

autodl-projects

Automated deep learning algorithms implemented in PyTorch.

caffe

WR-Inception Network (IV`17), Select 'WR-Inception' branch

centermask

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

centermask2

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

deep-visualization-toolbox

DeepVis Toolbox

detectron2

VoVNet backbone for Detectron2 (select 'vovnet' branch --> projects/VoVNet)

gmml

koala

loss-landscape

Code for visualizing the loss landscape of neural nets

mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

maskrcnn-benchmark

Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

mpvit

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

personalize-sam

Personalize Segment Anything Model (SAM) with 1 shot in 10 seconds

pixart-sigma

PixArt-Σ: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation

pvt

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more