이상징후탐지, 데이터 마이닝/기계학습 응용, 보안, 프라이버시, 인간과컴퓨터상호작용, 인공위성시스템, 융합
학력
Ph.D. Computer Science, 2017 University of Southern California (USC), Los Angeles, CA
약력/경력
연구원, 미국 항공우주국 제트추진연구소 (NASA-JPL)
학술지 논문
(2023)
Design and evaluation of highly accurate smart contract code vulnerability detection framework.
DATA MINING AND KNOWLEDGE DISCOVERY.
13,
1
(2023)
Expectation-Maximization via Pretext-Invariant Representations.
IEEE ACCESS.
11,
(2023)
Evaluating Trustworthiness and Racial Bias in Face Recognition APIs Using Deepfakes.
COMPUTER.
56,
5
(2023)
Distance adaptive graph convolutional gated network-based smart air quality monitoring and health risk prediction in sensor-devoid urban areas.
SUSTAINABLE CITIES AND SOCIETY.
91,
1
(2023)
DID We Miss Anything?: Towards Privacy-Preserving Decentralized ID Architecture.
IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING.
20,
6
(2023)
An overhead-free region-based JPEG framework for task-driven image compression.
PATTERN RECOGNITION LETTERS.
165,
1
(2022)
PasswordTensor: Analyzing and explaining password strength using tensor decomposition.
COMPUTERS & SECURITY.
116,
(2022)
A Survey of Deep Learning-Based Object Detection Methods and Datasets for Overhead Imagery.
IEEE ACCESS.
10,
1
(2022)
ORVAE: One-Class Residual Variational Autoencoder for Voice Activity Detection in Noisy Environment.
NEURAL PROCESSING LETTERS.
54,
3
(2021)
Detecting handcrafted facial image manipulations and GAN-generated facial images using Shallow-FakeFaceNet.
APPLIED SOFT COMPUTING.
105,
1
(2021)
Neural network laundering: Removing black-box backdoor watermarks from deep neural networks.
COMPUTERS & SECURITY.
106,
(2021)
Will EU's GDPR Act as an Effective Enforcer to Gain Consent?.
IEEE ACCESS.
9,
1
(2021)
A Security Analysis of Blockchain-Based Did Services.
IEEE ACCESS.
9,
1
(2020)
Real Time Localized Air Quality Monitoring and Prediction Through Mobile and Fixed IoT Sensing Network.
IEEE ACCESS.
8,
(2020)
CAN-ADF: The controller area network attack detection framework.
COMPUTERS & SECURITY.
94,
1
(2019)
Design and evaluation of 3D CAPTCHAs.
COMPUTERS & SECURITY.
82,
(2019)
You Walk, We Authenticate: Lightweight Seamless Authentication Based on Gait in Wearable IoT Systems.
IEEE ACCESS.
7,
(2019)
Using Episodic Memory for User Authentication.
ACM TRANSACTIONS ON PRIVACY AND SECURITY.
22,
2
딥러닝과 자기조직화지도를 이용한 가상물리시스템에서의 이상치 탐지.
10-2022-0003261.
20231127.
대한민국
수상/공훈
국가보안연구소 원장상, 한국정보보호학회 동계학술대회 2018
장려상, 정보보호 데이터첼린지 2017
우수논문상, 한국정보보호학회 동계학술대회 2017
우수논문상, WISA 학회 2016
학술회의논문
(2023)
KID34K: A Dataset for Online Identity Card Fraud Detection.
ACM Conference on Information and Knowledge Management.
영국
(2023)
Towards Understanding of Deepfake Videos in the Wild.
ACM Conference on Information and Knowledge Management.
영국
(2023)
UNDO: Effective and Accurate Unlearning Method for Deep Neural Networks.
ACM Conference on Information and Knowledge Management.
영국
(2023)
Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning.
International Conference on Computer Vision.
프랑스
(2023)
IMF: Integrating Matched Features Using Attentive Logit in Knowledge Distillation.
International Joint Conference on Artificial Intelligence.
중국
(2023)
MGCMA: Multi-scale Generator with Channel-wise Mask Attention to generate Synthetic Contrast-enhanced Chest Computed Tomography.
ACM SIGAPP Symposium on Applied Computing.
에스토니아
(2023)
Rotated-DETR: an End-to-End Transformer-based Oriented
Object Detector for Aerial Images.
ACM SIGAPP Symposium on Applied Computing.
에스토니아
(2023)
S-ViT: Sparse Vision Transformer for Accurate Face Recognition.
ACM SIGAPP Symposium on Applied Computing.
에스토니아
(2023)
CFL-Net: Image Forgery Localization Using Contrastive Learning.
WACV.
미국
(2022)
A2: Adaptive Augmentation for Mitigating Dataset Bias.
Asian Conference on Computer Vision.
중국
(2022)
RCRL: Replay-based Continual Representation Learning in Multi-task Super-Resolution.
IEEE International Conference on Advanced Video and Signal-Based Surveillance.
스페인
(2022)
GLAMD: Global and Local Attention Mask Distillation for Object Detectors.
European Conference on Computer Vision.
이스라엘
(2022)
Samba: Identifying Inappropriate Videos for Young Children on YouTube.
ACM Conference on Information and Knowledge Management.
미국
(2022)
Selective Tensorized Multi-layer LSTM for Orbit Prediction.
ACM Conference on Information and Knowledge Management.
미국
(2022)
Sliding Cross Entropy for Self-Knowledge Distillation.
ACM Conference on Information and Knowledge Management.
미국
(2022)
Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability.
ACM Conference on Information and Knowledge Management.
미국
(2022)
Evading Deepfake Detectors via High-Quality Face Pre-Processing Methods.
IEEE International Conference on Pattern Recognition.
캐나다
(2022)
Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series.
ACM SIGKDD Conference on Knowledge Discovery and Data Mining.
미국
(2022)
Am I a Real or Fake Celebrity? Evaluating Face Recognition and Verification APIs under Deepfake Impersonation Attack.
International World Wide Web Conference.
프랑스
(2022)
BZNet: Unsupervised Multi-scale Branch Zooming Network for Detecting Low-quality Deepfake Videos.
International World Wide Web Conference.
프랑스
발전기금
