Yonsei University

PhD, Computer Vision • 2015 — 2023 (expected)

I am working in 3D computer vision which involves processing and reconstruct 3D point clouds and triangle meshes. Previously, I have experienced photo style transfer, video frame interpolation, image classification, and saliency detection.

Hanoi University of Science and Technology

Bachelor, Automatic control • 2010 — 2015

My thesis was titled "Indoor User Localization based on WiFi Fingerprinting using RSSI measurement" which implemented an indoor localization system in C++.

NAVER LABS Europe

Research Intern • Feb 2020 — July 2020

I worked with Romain Brégier in 3D Vision team. Together, we setup a benchmark for state-of-the-art deep learning point cloud convolutional operators.

IEEE P3333.1 Human Factors for Visual Experiences Working Group

Secretary • Oct 2017 — present

We develop standard documents for Quality of Experiences of various visual contents. I served as the secretary of the P3333.1.3 WG.

International Research Institute MICA: Multimedia, Information, Communication and Applications

Intern • Jan 2014 — Aug 2015

I implemented and integrated an indoor localization method based on Wifi SSI and K-Nearest Neighbor into the existing localization system at MICA, which was a part of my Undergraduate Thesis.

Single Image 3D Reconstruction: Rethinking Point Cloud Deformation

Duc Nguyen, Seonghwa Choi, Woojae Kim, Jongyoo Kim, Heeseok Oh, Jiwoo Kang, and Sanghoon Lee

IEEE Transactions on Neural Networks and Learning Systems (2022)

GradMask: Gradient-Guided Token Masking for Textual Adversarial Example Detection

Hancheol Moon, Shafiq Joty, and Xu Chi

CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING (SigKDD 2022) (Acked) (2022)

Diverse and Adjustable Versatile Image Enhancer

Woojae Kim, Anh-Duc Nguyen, Jinwoo Kim, Jongyoo Kim, Heeseok Oh, and Sanghoon Lee

IEEE Access (2021)

Statistical Convolution On Unordered Point Set

Anh-Duc Nguyen, Seonghwa Choi, Woojae Kim, Sanghoon Lee, and Weisi Lin

International Conference on Image Processing (2020)

Dynamic Receptive Field Generation for Full-Reference Image Quality Assessment

Woojae Kim, Anh-Duc Nguyen, Sanghoon Lee, and Alan Conrad Bovik

IEEE Transactions on Image Processing (2020)

Modern trends on quality of experience assessment and future work

Woojae Kim, Sewoong Ahn, Anh-Duc Nguyen, Jinwoo Kim, Jaekyung Kim, Heeseok Oh, and Sanghoon Lee

APSIPA Transactions on Signal and Information Processing (2019)

Video Frame Synthesis via Plug-and-Play Deep Locally Temporal Embedding

Anh-Duc Nguyen, Woojae Kim, Jongyoo Kim, Weisi Lin, and Sanghoon Lee

IEEE Access (2019)

GraphX-Convolution for Point Cloud Deformation in 2D-to-3D Conversion

Anh-Duc Nguyen, Seonghwa Choi, Woojae Kim, and Sanghoon Lee

International Conference on Computer Vision (acceptance rate: 25%) (2019)

POINT CLOUD DEFORMATION FOR SINGLE IMAGE 3D RECONSTRUCTION

Seonghwa Choi, Anh-Duc Nguyen, Jinwoo Kim, Sewoong Ahn, and Sanghoon Lee

International Conference on Image Processing (2019)

DISTRIBUTION PADDING IN CONVOLUTIONAL NEURAL NETWORKS

Anh-Duc Nguyen, Seonghwa Choi, Woojae Kim, Sewoong Ahn, Jinwoo Kim, and Sanghoon Lee

International Conference on Image Processing (top 10%) (2019)

A Simple Way of Multimodal and Arbitrary Style Transfer

Anh-Duc Nguyen, Seonghwa Choi, Woojae Kim, and Sanghoon Lee

IEEE International Conference on Acoustics, Speech, and Signal Processing (2019)

Multiple Level Feature-Based Universal Blind Image Quality Assessment Model

Jongyoo Kim, Anh-Duc Nguyen, Sewoong Ahn, Chong Luo, and Sanghoon Lee

International Conference on Image Processing (2018)

Video Frame Interpolation by Plug-and-Play Deep Locally Linear Embedding

Anh-Duc Nguyen, Woojae Kim, Jongyoo Kim, and Sanghoon Lee

Preprint (2018)

IEEE 3333.1.2-2017 - IEEE Standard for the Perceptual Quality Assessment of Three-Dimensional (3D) and Ultra-High-Definition (UHD) Contents

Approved standard document by the IEEE Standardization Board (2018)

Deep Visual Saliency on Stereoscopic Images

Anh-Duc Nguyen, Jongyoo Kim, Heeseok Oh, Weisi Lin, and Sanghoon Lee

IEEE Transactions on Image Processing (IF: 6.790) (2018)

Deep CNN-based Blind Image Quality Predictor

Jongyoo Kim, Anh-Duc Nguyen, and Sanghoon Lee

IEEE Transactions on Neural Networks and Learning Systems (IF: 11.683) (2018)

A review of computer vision methods for purpose on computer-aided diagnosis

Hyewon Song, Anh-Duc Nguyen, Myoungsik Gong, and Sanghoon Lee

Journal of international society for simulation surgery (2016)

Python

• OOP, Multi Threading, Multi Processing, Queuing, Function Decorators, etc...

Deep Learning Python Library

• Theano, Pytorch, Tensorflow, Matconvnet, Chainer, etc...
• I am an (inactive) member of Kornia org.
• I was a contributor of Tensorflow/models and Theano.

C/C++

• OOP, STL, Multi Threading, etc...
• I am the author of GPU Task Spooler and its plugin, Messenger.

Makefile/CMake

• Build tools for GPU Task Spooler.

CUDA

• Pytorch custom Ops, Ray casting, etc...

Bash

• For writing Linux batch job scripts.

Dockerfile

• Making virtual environment for Deep Learning experiments.

Matlab

• For scientific purpose.

Web Development (HTML/CSS/JavaScript/jQuery/Liquid)

• Basic understandings to serve my undergraduate thesis.

Database Administration (MySQL/PHP)

• Basic understandings to serve my undergraduate thesis.

Latex/Beamer

• For writing papers and making presentation slides.

BK21 Outstanding Student Fellow 2019

Yonsei University • 2019

Brain Korea 21 (BK21) Scholarship

Yonsei University • 2015 — 2020

Funding my PhD program at Yonsei University.

Outstanding International Scholarship

Yonsei University • 2015 — 2018

Tuition fee support for my 3-year coursework period.

MICA Student Research Award 2014-2015

MICA Institute • 2015

Second prize.

Outstanding Student Scholarship

Hanoi University of Science and Technology • 2010 — 2015

Awarded for 4 out of 10 semesters.

Invited talk

Naver Paper Day • Oct 26, 2019

International Conference on computer vision 2019 (ICCV 2019)

Student volunteer • Oct 27, 2019 — Nov 2, 2019

• Football. And football.
• Books, including novels, science, philosophy, and... football.
• Movies.
• I shoot on 35mm film.