Gwantae Kim

Ph.D. course, Korea University

Intelligence Signal Processing Laboratory

E-mail: kgt1103211@korea.ac.kr

Office: Innovation Building #701, Korea University, 5ka-1 Anam-dong, Seongbuk-Gu, Seoul, 136-713, KOREA

[blog] [github] [linkedin]

Education

Korea University Seoul, South Korea

Ph.D. Course, Electrical Engineering Sep. 2018 - Present


Korea Aerospace University Goyang-si, South Korea

  • B.S. in Mechanical Engineering Mar. 2014 - Aug.2018

  • B.S. in Autonomous Driving Mar. 2017 - Aug.2018


Publications

  • Gwantae Kim, Bonhwa Ku, Jae-kwang Ahn, and Hanseok Ko, "Graph Convolution Networks for Seismic Events Classification using raw waveform data from multiple stations", IEEE Geoscience and Remote Sensing Letters, 2021

  • Gwantae Kim, David K Han, and Hanseok Ko, "Feedback module based Convolution Neural Networks for Sound Event Classification", IEEE Access, 2021

  • Gwantae Kim, David K Han, and Hanseok Ko, "Specmix : A Mixed Sample Data Augmentation method for Training with Time-Frequency Domain Features", Interspeech, 2021

  • Gwantae Kim, Jaihyun Park, Kanghyu Lee, Junyeop Lee, Jeongki Min, Bokyeung Lee, David K Han, and Hanseok Ko, "Unsupervised real-world super resolution with cycle generative adversarial network and domain discriminator", IEEE Conference on Computer Vision and Pattern Recognition Workshop(CVPRW'20), 2020

  • Junyeop Lee, Jaihyun Park, Kanghyu Lee, Jeongki Min, Gwantae Kim, Bokyeung Lee, Bonhwa Ku, David K Han, and Hanseok Ko, "FBRNN: feedback recurrent neural network for extreme image super-resolution", IEEE Conference on Computer Vision and Pattern Recognition Workshop(CVPRW'20), 2020

  • Gwantae Kim, Bonhwa Ku, and Hanseok Ko, "Multifeature Fusion-Based Earthquake Event Classification Using Transfer Learning", IEEE Geoscience and Remote Sensing Letters, 2020

  • Bonhwa Ku, Gwantae Kim, Jae-Kwang Ahn, Jimin Lee, and Hanseok Ko, "Attention-Based Convolutional Neural Network for Earthquake Event Classification", IEEE Geoscience and Remote Sensing Letters, 2020

  • Gwantae Kim, Bonhwa Ku, Yuanming Li, Jeongki Min, Jimin Lee, and Hanseok Ko, "Convolutional Recurrent Neural Networks for Earthquake Epicentral Distance Estimation Using Single-Channel Seismic Waveform", IEEE International Geoscience and Remote Sensing Symposium(IGARSS'20), 2020

  • Yuanming Li, Bonhwa Ku, Gwantae Kim, Jae-Kwang Ahn, and Hanseok Ko, "Seismic Signal Synthesis by Generative Adversarial Network with Gated Convolutional Neural Network Structure", IEEE International Geoscience and Remote Sensing Symposium(IGARSS'20), 2020

  • Bonhwa Ku, Gwantae Kim, Su Jang, and Hanseok Ko, "Earthquake events classification using convolutional recurrent neural network", The Journal of the Acoustical Society of Korea, 2020

  • Gwantae Kim, Bonhwa Ku, and Hanseok Ko, "Multi-site based earthquake event classification using graph convolution networks", The Journal of the Acoustical Society of Korea, 2020

  • Bonhwa Ku, Gwantae Kim, Jeongki Min, and Hanseok Ko, "Deep convolutional neural network with bottleneck structure using raw seismic waveform for earthquake classification", Journal of the Korea Society of Computer and Information, 2019

  • Jeongki Min, Gwantae Kim, Bonhwa Ku, Jimin Lee, Jaekwang Ahn, and Hanseok Ko, "Principal component analysis based frequency-time feature extraction for seismic wave classification", The Journal of the Acoustical Society of Korea, 2019

  • Gwantae Kim, and Hanseok Ko, "Deep Reinforcement learning based sound source localization using Moving Microphone Array", 제 36회 음성통신 및 신호처리 학술대회 논문집, 2019

Research Projects

  • "AI assistant 개발을 위한 AI Avatar 기술 개발" [Deep Machine Lab] 2021-2021

  • 기상청 기상/지진 See-At 기술개발연구 사업 "인공지능 기술 활용 지진감지업부 적용 기술 연구" [KMI-2018-09610] 2018-2020

Personal Projects

  • Sound source localization using SRP-PHAT algorithm 2018 - 2019

  • Speech synthesis using Tacotron 2019

  • Training super-mario-bros bot with Deep Reinforcement learning 2019

  • Sound source localization with Deep Reinforcement Learning 2019

  • Human-interaction Robot 2018 - 2020

  • NTIRE2020 Real-world Super resolution Challenge - 5th grade 2020

  • TRECVID 2020 Video to text Challenge 2020

Conference Reviewing

  • IEEE International Geoscience And Remote Sensing Symposium (IGARSS'21) 2021

  • IEEE International Geoscience And Remote Sensing Symposium (IGARSS'22) 2022

Teaching

  • Teaching Assistant, Digital System Experiment[KECE210-05] Sep.2020 - Feb.2021

  • Teaching Assistant, Capstone Design Sep.2019 - Feb.2020

Research Interest

  • TBA