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herbwood/README.md

๐Ÿ‘‹ย  I'm Herbwood, a Ph.D. student in Graduate school of AI at Chung-Ang University, where I'm advised by Prof. YoungBin Kim in the Intelligent Information Processing Lab (IIPL). My research interest is weakly supervised learning๐Ÿ‘ฉโ€๐Ÿซ and data augmentation๐Ÿ“š. I have recently become interested in multimodal debiasing.

๐ŸŽ‰News

  • 2023.12.07 : One paper has been accepted at IEEE Access๐Ÿ‘
  • 2023.10.25 : One paper has been accepted at WACV 2024๐Ÿ‘
  • 2023.10.12 : One paper has been accepted at IEEE Access๐Ÿ‘

Publications

See Google scholar for detailed publications๐Ÿ“œ.

๐ŸŒInternational Publications

  • Learning to Detour: Shortcut Mitigating Augmentation for Weakly Supervised Semantic Segmentation
    • JuneHyoung Kwon, Eunju Lee, Yunsung Cho, YoungBin Kim
    • Winter Conference on Applications of Computer Vision (WACV) 2024
  • Enhancing Noisy Label Facial Expression Recognition with Split and Merge Consistency Regularization
    • JiHyun Kim, JuneHyoung Kwon, MiHyeon Kim, Eunju Lee, YoungBin Kim
    • IEEE Access 2023
  • Domain-Adaptive Vision Transformers for Generalizing Across Visual Domains
    • Yunsung Cho, Jungmin Yun, JuneHyoung Kwon, YoungBin Kim
    • IEEE Access 2023
  • Development of robust detector using the weather deep generative model for outdoor monitoring system
    • Kyo-Hoon Jin, Kyung-Su Kang, Baek-Kyun Shin, JuneHyoung Kwon, Soo-Jin Jang, Young-Bin Kim, Han-Guk Ryu
    • Expert Systems with Applications (ESWA) 2023
  • Weakly supervised semantic segmentation via Graph RecalibratiOn with Scaling Weight uNit
    • Soojin Jang, JuneHyoung Kwon, KyoHoon Jin, YoungBin Kim
    • Engineering Applications of Artificial Intelligence (EAAI) 2023
  • Saliency guided data augmentation strategy for maximally utilizing an objectโ€™s visual information
    • Junhyeok An*, Soojin Jang*, JuneHyoung Kwon*, Kyohoon Jin, YoungBin Kim
    • *: equal contributions
    • Plos one 2022

๐ŸŒ†Domestic Publications

  • ํ™•๋ฅ ์  ์†Œํ”„ํŠธ ํ”„๋กฌํ”„ํŠธ : ํ”„๋กฌํ”„ํŠธ๋ฅผ ํ†ตํ•œ ์ €์ž์› NLI์˜ ๊ฐ•์ธ์„ฑ ํ–ฅ์ƒ
    • Suhyun Lee, JuneHyoung Kwon, Eunju Lee, Young Bin Kim
    • ๋Œ€ํ•œ์ „์ž๊ณตํ•™ํšŒ ํ•˜๊ณ„์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ 2023
  • Partitioning Transformer: ์ž…๋ ฅ ์ฐจ์› ๊ตฌ๊ฐ„ ๋ถ„ํ• ์„ ํ†ตํ•œ ์…€ํ”„ ์–ดํ…์…˜ ์ถ”๋ก  ํšจ์œจํ™”
    • Jaehoon Park, JuneHyoung Kwon, Yunsung Cho, Yehoon Jang, Sangmin Song, Aro Yun, Youngbin Kim
    • ๋Œ€ํ•œ์ „์ž๊ณตํ•™ํšŒ ํ•˜๊ณ„์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ 2022
  • ํšจ๊ณผ์ ์ธ ์ตœ์  ํ”„๋ ˆ์ž„ ์„ ํƒ์„ ์œ„ํ•œ Self-Channel Attention Head ๋ฐ Weighted Margin Ranking Loss
    • Eunju Lee, JuneHyoung Kwon, Pilseo Park, YunSung Cho, Soojin Jang, Youngbin Kim
    • ๋Œ€ํ•œ์ „์ž๊ณตํ•™ํšŒ ํ•˜๊ณ„์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ 2022
  • ์•ฝ์ง€๋„ ์˜๋ฏธ๋ก ์  ๋ถ„ํ• ์„ ์œ„ํ•œ ๊ฑฐ๋Œ€ ์ปค๋„ ๊ธฐ๋ฐ˜ ๊ณ ํ’ˆ์งˆ ์ˆ˜๋„ ๋งˆ์Šคํฌ ์ƒ์„ฑ ๊ธฐ๋ฒ•
    • ARo Yun, JuneHyoung Kwon, Soojin Jang, Bilan Gao, YoungBin Kim
    • ํ•œ๊ตญ์ •๋ณด๊ณผํ•™ํšŒ ํ•™์ˆ ๋ฐœํ‘œ๋…ผ๋ฌธ์ง‘ 2022
  • ๊ตฐ์ค‘ ํƒ์ง€ ์‹œ ๊ฑฐ์ง“ ์–‘์„ฑ ๋น„์œจ ๊ฐ์†Œ๋ฅผ ์œ„ํ•œ RDIoU ์†์‹ค ํ•จ์ˆ˜
    • JuneHyoung Kwon, Eunju Lee, Soojin Jang, YoungBin Kim
    • ํ•œ๊ตญ์ •๋ณด๊ณผํ•™ํšŒ ํ•™์ˆ ๋ฐœํ‘œ๋…ผ๋ฌธ์ง‘ 2021

About me

  • When I was young, I wanted to become a novelist. The title of my first novel, written on manuscript paper, was "Wood of Herbs"๐ŸŒฒ.
  • I am a lazy wordsmith writing a blog dedicated to reviewing research papers and coding tips. Visit my blog๐ŸŒณ.
  • I enjoy playing Overwatch, and my most played hero is Zarya๐Ÿ‹๏ธโ€โ™€๏ธ, Zenyatta๐Ÿ‘จโ€๐Ÿฆฒ and Wrecking ball๐Ÿน.
  • How to reach me๐Ÿ“ซ : herbwood27@gmail.com | dirchdmltnv@cau.ac.kr

๐Ÿ’ช Skills

Python PyTorch

Pinned

  1. pytorch_faster_r_cnn pytorch_faster_r_cnn Public

    pytorch faster r-cnn

    Jupyter Notebook 11 8

  2. crops_doctor crops_doctor Public

    ์ž‘๋ฌผ ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜๋ฅผ ํ†ตํ•œ ๋ณ‘์ถฉํ•ด ์ง„๋‹จ๊ณผ ๋ฐฉ์ œ๋ฒ• ์ œ๊ณต ์„œ๋น„์Šค

    Java 4 2

  3. mAP mAP Public

    calculating mAP used as Object Detection metric

    Jupyter Notebook 4 3

  4. pytorch-mask-rcnn pytorch-mask-rcnn Public

    Python 3 1