Research Field

Title Multimodal AI
Content ㆍDistinguishing Homophenes using Multi-head Visual-audio Memory for Lip Reading (AAAI 2022)
ㆍTalking Face Generation with Precise Lip-syncing via Audio-Lip Memory (AAAI 2022)
ㆍTowards Versatile Pedestrian Detector with Multisensory-Matching and Multispectral Recalling Memory (AAAI 2022)
ㆍLip to Speech Synthesis with Visual Context Attentional GAN (NeurIPS 2021)
ㆍMulti-modality Associative Bridging through Memory: Speech Sound Recollected from Face Video (ICCV 2021)
ㆍCybersickness Assessment of Individual Viewers for VR Content via Graph-based Symptom Relation Embedding (ECCV 2020)
ㆍCross-Modal Memory Augmented Visual Speech Recognition (IEEE Trans. on Multimedia)
ㆍSpeech Reconstruction with Reminiscent Sound via Visual Voice Memory (IEEE Trans. on Audio Speech and Language Processing)
ㆍAssessing Individual VR Sickness through Deep Feature Fusion of VR Video and Physiological Response (IEEE Trans. on Circuits and Systems for Video Technology)
Title Robust and Reliable AI
Content ㆍDistilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck (NeurIPS 2021)
ㆍTowards Robust Training of Multi-Sensor data Fusion Network Against Adversarial Examples in Semantic Segmentation (ICASSP 2021)
ㆍAdversarially Robust Multi-Sensor Fusion Model Training via Random Feature Fusion for Semantic Segmentation (ICIP 2021)
ㆍRobust Ensemble Model Training via Random Layer Sampling Against Adversarial Attack (BMVC 2021)
ㆍRobust Decision-based black-box adversarial attack via Coarse-to-fine Random Search (ICIP 2021)
ㆍRevisiting Role of Autoencoders In Adversarial Settings (ICIP 2021)
ㆍAdversarially Robust Hyperspectral Image Classification via Random Spectral Sampling and Spectral Shape Encoding (IEEE Access)
Title Explainable AI
Content ㆍRobust Perturbation for Visual Explanation: Cross-checking Mask Optimization to Avoid Class Distortion (IEEE Trans. on Image Processing)
ㆍVisual Explanation of Challenging Conditioned Dataset with Bias-reducing Memory (BMVC 2021)
ㆍInterpretation of Lesional Detection via Counterfactual Generation (ICIP 2021)
ㆍTowards Human-Like Interpretable Object Detection Via Spatial Relation Encoding (ICIP 2020)
ㆍRealistic Breast Mass Generation through BIRADS Category (MICCAI 2019)
ㆍGeneration of Multimodal Justification Using Visual Word Constraint Model for Explainable Computer-Aided Diagnosis (MICCAIW 2019)
ㆍBuilding a Breast-Sentence Dataset: Its Usefulness for Computer-Aided Diagnosis (ICCVW 2019)
ㆍVisual evidence for interpreting diagnostic decision of deep neural network in computer-aided diagnosis (Medical Imaging 2019)
ㆍFacial Dynamics Interpreter Network: What are the Important Relations between Local Dynamics for Facial Trait Estimation? (ECCV 2018)
Title Computer Vision and Image Processing with Deep Learning
Content ㆍVideo Prediction Recalling Long-term Motion Context via Memory Alignment Learning (CVPR 2021)
ㆍRobust Small-scale Pedestrian Detection with Cued Recall via Memory Learning (ICCV 2021)
ㆍTowards a Better Understanding of VR Sickness: Physical Symptom Prediction for VR Contents (AAAI 2021)
ㆍVisual Comfort Aware-Reinforcement Learning for Depth Adjustment of Stereoscopic 3D Images (AAAI 2021)
ㆍStructure Boundary Preserving Segmentation for Medical Image with Ambiguous Boundary (CVPR 2020)
ㆍMode Variational LSTM Robust to Unseen Modes of Variation: Application to Facial Expression Recognition (AAAI 2019)
ㆍBidirectional Multi-scale Aggregation Networks for Abnormal Event Detection (IEEE Trans. on Image Processing)
ㆍUncertainty-Guided Cross-Modal Learning for Robust Multispectral Pedestrian Detection (IEEE Trans. on Circuits and Systems for Video Technology)
ㆍClass Uncertainty-Aware Gradient Modulation for Robust Object Detection (IEEE Trans. on Circuits and Systems for Video Technology)
ㆍRobust Video Frame Interpolation with Exceptional Motion Map (IEEE Trans. on Circuits and Systems for Video Technology)
Title Previous research topics
Content [link]