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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

  • 2024.07.03 : One paper has been accepted at ECCV 2024๐Ÿ‘
  • 2024.06.30 : 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 : [email protected] | [email protected]

๐Ÿ’ช Skills

Python PyTorch

JuneHyoung Kwon's Projects

crops_doctor icon crops_doctor

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

dilatedcam icon dilatedcam

Puzzle-CAM: Improved localization via matching partial and full features.

face_liveness_detector icon face_liveness_detector

์–ผ๊ตด ๊ฒ€์ฆ(face verification) ๋ฐ ์–ผ๊ตด ์ƒ๋™๊ฐ(facial liveness) ๊ฐ์ง€๊ธฐ

fittingroomanywhere icon fittingroomanywhere

(์–‘์žฌ ํ˜์‹  R&CD)์˜๋ฅ˜ ๊ฐ€์ƒ ์‹œ์ฐฉ์šฉ ํ”„๋กœ์ ํŠธ

herbwood.github.io icon herbwood.github.io

๊ณต๋ถ€ํ•œ ๋‚ด์šฉ, ํ”„๋กœ์ ํŠธ ์ •๋ฆฌํ•˜๋Š” ๊ฐœ์ธ ๋ธ”๋กœ๊ทธ

iipl_code_template icon iipl_code_template

This project is an Code Template project conducted by Chung-Ang University Intelligent Information Processing Lab. Our goal is to create a code template that can be helpful not only to new students entering our lab but also to everyone who wants to research deep learning.

iterdet icon iterdet

[S+SSPR2020] IterDet: Iterative Scheme for Object Detection in Crowded Environments

lego_classifier icon lego_classifier

LEGO ๋ธ”๋ก ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜ ํ”„๋กœ์ ํŠธ

map icon map

calculating mAP used as Object Detection metric

r-cnn icon r-cnn

็›ฎๆ ‡ๆฃ€ๆต‹ - R-CNN็ฎ—ๆณ•ๅฎž็Žฐ

rdiou icon rdiou

Repulsion DIoU Loss Function for Reducing False Positive Rates in Crowd Detection

study_algorithms icon study_algorithms

์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ณต๋ถ€ํ•œ ๋‚ด์šฉ ์ •๋ฆฌ

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