An enthusiastic and adaptive person with a broad and acute interest in the discovery of deep learning and AI. I particularly enjoy collaborating with tech experts from different disciplines of computer science to develop new skills and solve new challenges.

• Article title:Tracking the Rhythm: Pansori Rhythm Segmentation and Classification Methods and Datasets.[SCIE Journal]
• Music rhythm classification and segmetation dataset.
• Korean traditional music (Pansori) dataset.
• Classification and semantic segmentation methods for music rhythm segmentation.
• HRnet, Novel optimized network and DeepLabV3 network architectures.
• Puplished on Applied Sciences (MDPI) in Sep., 2022

• Article title:High-Resolution Representation Learning and Recurrent Neural Network for Singing Voice Separation.[SCIE Journal]
• Music source separation using novel dataset.
• Modified HRnet and ablation study.
• Comparation on public dataset and state of art result.
• Puplished on Circuits, Systems, and Signal Processing (Springer) in Sep., 2022

• Article title:Multi-modal, Multi-task and Multi-label for Music Genre Classification and Emotion Regression.[IEEE Conference]
• Multimodal, multi-task and multi-label DNN.
• Optimized neural network.
• 44 Class categores of music genra.
• Puplished on ICTC2021 in Dec. 2021

• Article title:An Incremental Learning for Plant Disease classification.[IEEE Conference]
• Life-long learning method in DNN.
• ResNet18 and ResNet50 neural network.
• High performance.
• Puplished on ICTC2021 in Dec. 2021

• Article title:Music video Emotion Classification using Slow-fast Audio-video Network and Unsupervised Feature Representation.[SCIE Journal]
• Unsupervised and supervised music video emotion classification dataset
• Autoencoder architecture with audio adn video information.
• Slow-fast audio-video network to capture spatial and temporal information of music and video.
• Train time information sharing and boosting modules.
• Puplished on Scientific reports (nature) in Oct., 2021

• Article title:Deep-Learning-Based Multimodal Emotion Classification for Music Videos.[SCIE Journal]
• Music video emotion classification dataset (Inproved and Extended version)
• Ablation study on unimodla and multimodal using music, video and facial expression.
• Network complexity reduction using novel channel and filter separable convolution.
• Train time information sharing and boosting modules.
• End-to-end training, better result on visual and statistical analysis.
• Puplished on Sensors in July, 2021

• Article title:Deep Learning Based Face Mask Status Detection for COVID-19.[Conference]
• Semi-automatic visual object labeling tool
• Facemask detection dataset with three cass categories of with mask, without mask and wrong weared mask.
• Mask detetion using Faster-RCNN, Cascade FRCNN, FPN and Cascade FPN.
• Comparision, visualization and analysis of sustem ability and applications.
• Puplished on ICMLT Conferencein April 2021

• Article title:A Semi-automatic Sound Annotation Tool for Audio/Video data.[SCIE Journal]
• Semi-automatic sound event annotation tool using audio and video as input.
• Automatic event detector is used to detect the audio event.
• Based on the automatic detector result, an human annotation have to refine the annotation boundary.
• Easy to use, better audio visualization, python based and output in easy CSV data file.
• Diversified annotation tool for any rare sound event.
• Puplished on Livestock Sciencein Feb. 2022

• Article title:Parallel Stacked Hourglass Network for Music Source Separation.[SCIE Journal]
• Prepared Korean traditional song (Pansori) dataset with 3 sources.
• Korean traditional music Pansori dataset, MIR-1K dataset, and DSD100 dataset used in experiment.
• Proposed a novel parallel stacked hourglass network (PSHN) with multiple band spectrograms.
• Ablation study on proposed and past architecture.
• State-of-art result.
• Puplished on IEEE Access in Nov. 2020