Short bio
My name is Ardian Umam (禹安銳), you can call me Ardian, or 安銳 (An-Rui) in Chinese. I am currently pursuing my Ph.D. in the Department of Electrical Engineering and Computer Science at National Yang Ming Chiao Tung University, Taiwan, working with Prof. Yen-Yu Lin from VLLab and Prof. Jen-Hui Chuang from Islab.
My reseach interests lie in (but not limited to) deep learning, computer vision and multi-modal AI. Over the past 8 years, I have been working on various topics which involve 1D data (audio and languange), 2D data (image) and 3D data (point cloud and mesh). The tasks include audio quality estimation, optical character recognition, camera calibration, 3D point cloud augmentation, 3D segmentation, unsupervised/weakly supervised segmentation, and multi-modal (vision-language) recognition. Additionally, I interned at Google with the ChromeOS Audio Team and at ITRI working on model compression.
Selected publications
- PartDistill: 3D Shape Part Segmentation by Vision-Language Model DistillationIn IEEE/CVF International Conference on Computer Vision (CVPR) , 2024
Education
- National Yang Ming Chiao Tung UniversityPhD in Computer Science, 2020 - Now
- National Chiao Tung UniversityMSc in Computer Science
- Gadjah Mada UniversityBSc in Electrical EngineeringWith specialization in control and system engineering
Work experience
- LecturerInstitut Teknologi Bandung, 2019 - NowFaculty member in School of Electrical Engineering and Informatics
- Graduate InternGoogle, Apr - Dec 2022Working on non-reference audio quality estimation which exploits both labeled data and unlabelled data via self-supervised approach
- AI EngineerComputer Vision Research Center - NCTU, 2018 - 2019Working on AI Smart Drone project, specifically in charge of optimizing depth map and detector models using TensorRT, deployed in Jetson TX2 edge device
- Summer InternITRI (Industrial Technology Research Institute), Jul - Aug 2018Working on deep learning model compression, such as sparse regularization and pruning
- Avionic EngineerLAPAN (National Institute of Aeronautics and Space), 2015 - 2016Working on Maritime Surveillance System using UAV (Unmanned Aerial Vehicle)
Award
- CTCI Research Award 2024
- Doctoral Scholarship Award
- Best M.S. Student Award
- TOP1 Final Project Competition
- TOP1 in-class Kaggle Competition
- Siswa Teladan Putra 1 - Klaten
Community service
- Conference reviewer
- Journal reviewer