Publications
Explore our research contributions in computer vision, machine learning, and multimedia processing
Cryptensor: A Resource-Shared Co-processor to Accelerate Convolutional Neural Network and Polynomial Convolution
Jin Chuan See, Hui-Fuang Ng, Hung-Khoon Tan, Jing Jing Chang, Kai Ming Mok, Wai Kong Lee, Chih-Yang Lin
Moving Object Detection for Complex Scenes by Merging BG Modeling and Deep Learning Method
Chih-Yang Lin, Han-Yi Huang, Wei-Yang Lin, Hui-Fuang Ng, Kahlil Muchtar*, Nadhila Nurdin
Robust Signboard Detection and Recognition in Real Environments
Pimpa Cheewaprakobkit, Chih-Yang Lin*, Kuan-Hung Lin, Timothy K. Shih
Specific Expert Learning: Enriching Ensemble Diversity via Knowledge Distillation
Wei-Cheng Kao, Hong-Xia Xie, Chih-Yang Lin*, Wen-Huang Cheng
PreAugNet: Improve Data Augmentation for Industrial Defect Classification with Small-scale Training Data
Isack Farady, Chih-Yang Lin*, Ming-Ching Chang
FDD: The Data Pipeline for Steel Defect Detectors
Fityanul Akhyar, Ying Liu, Chao‐Yung Hsu, Timothy K. Shih, Chih‐Yang Lin*
An Improved Speed Estimation Using Deep Homography Transformation Regression Network on Monocular Videos
Ervin Yohannes, Chih-Yang Lin*, Timothy K. Shih, Tipajin Thaipisutikul, Avirmed Enkhbat, Fitri Utaminingrum
Hierarchical Image Transformation and Multi-Level Features for Anomaly Defect Detection
Isack Farady, Chia-Chen Kuo, Hui-Fuang Ng, Chih-Yang Lin*
A Deep Feature-Level Fusion Model for Masked Face Identity Recommendation System
Tipajin Thaipisutikul, Phonarnun Tatiyamaneekul, Chih-Yang Lin, Suppawong Tuarob*
Novel Spatio-Temporal Continuous Sign Language Recognition Using an Attentive Multi-Feature Network
Wisnu Aditya, Timothy K. Shih, Tipajin Thaipisutikul, Arda Satata Fitriajie, Munkhjargal Gochoo, Fitri Utaminingrum, Chih-Yang Lin
Moving Pedestrian Localization and Detection with Guided Filtering
Kahlil Muchtar, Al Bahri, Maya Fitria, Tjeng Wawan Cenggoro, Bens Pardamean, Adhiguna Mahendra, Muhammad Rizky Munggaran, Chih-Yang Lin
Enhancing Precision with an Ensemble Generative Adversarial Network
Fityanul Akhyar, Elvin Nur Furqon, Chih-Yang Lin*
A Deep Learning System for Foot Progression Angle Detection in Plantar Pressure Images
Peter Ardhianto, Raden Bagus Reinaldy Subiakto, Chih-Yang Lin, Yih-Kuen Jan, Ben-Yi Liau, Jen-Yung Tsai, Veit Babak Hamun Akbari, Chi-Wen Lung
Single-head lifelong learning based on distilling knowledge
Yen-Hsiang Wang, Chih-Yang Lin*, Tipajin Thaipisutikul, Timothy K. Shih
Estimation of Various Walking Intensities Based on Wearable Plantar Pressure Sensors Using Artificial Neural Networks
Hsing-Chung Chen, Sunardi Sunardi, Ben-Yi Liau, Chih-Yang Lin*, Veit Babak Hamun Akbari, Chi-Wen Lung*, Yih-Kuen Jan
Lumbar Disc Herniation Automatic Detection in Magnetic Resonance Imaging based on Deep Learning
Jen-Yung Tsai, Isabella Yu-Ju Hung, Yue Leon Guo, Yih-Kuen Jan, Chih-Yang Lin*, Tiffany Ting-Fang Shih, Bang-Bin Chen, Chi-Wen Lung
Domain Adaptation Deep Attention Network for Automatic Logo Detection and Recognition in Google Street View
Ervin Yohannes, Chih-Yang Lin*, Timothy K. Shih, Chen-Ya Hong, Avirmed Enkhbat, Fitri Utaminingrum
A Review of Challenges in Deep Learning for Skeletal and Smooth Muscle Ultrasound Images
Peter Ardhianto, Jen-Yung Tsai, Chih-Yang Lin*, Ben-Yi Liau, Yih-Kuen Jan, Veit Babak Hamun Akbari, Chi-Wen Lung*
Sequential Dual Attention Network for Rain Streak Removal in a Single Image
Chih-Yang Lin*, Zhuang Tao, Ai-Sheng Xu, Li-Wei Kang, Fityanul Akhyar
Global-and-Local Context Network for Semantic Segmentation of Street View Images
Chih-Yang Lin*, Yi-Cheng Chiu, Hui-Fuang Ng, Timothy K. Shih, Kuan-Hung Lin
Transfer2Depth: Dual Attention Network with Transfer Learning for Monocular Depth Estimation
Chia-Hung Yeh, Yao-Pao Huang, Chih-Yang Lin*, Chuan-Yu Chang
Moving Object Detection through Image Bit-Planes Representation without Thresholding
Chih-Yang Lin*, Kahlil Muchtar, Wei-Yang Lin, Zhi-Yao Jian
Dynamic Hand Gesture Recognition Using 3DCNN and LSTM with FSM Context-Aware Model
Noorkholis Luthfil Hakim, Timothy K. Shih, Sandeli Priyanwada Kasthuri Arachchi, Wisnu Aditya, Yi-Cheng Chen, Chih-Yang Lin*
Efficient Triple Output Network for Vertebral Segmentation and Identification
Cheng-Hung Chuang, Chih-Yang Lin*, Yuan-Yu Tsai, Zhen-You Lian, Hong-Xia Xie, Chih-Chao Hsu, Chung-Lin Huang
A Novel Nonnegative Matrix Factorization Technique for Decomposition of Chinese Characters with Application to Secret Sharing
Chih-Yang Lin*, Li-Wei Kang, Tsung-Yi Huang, Min-Kuan Chang
PedJointNet: Joint Head-Shoulder and Full Body Deep Network for Pedestrian Detection
Chih-Yang Lin*, Hong-Xia Xie, Hua Zheng
Deep Learning-based Firework Video Pattern Classification
S. P. Kasthuri Arachchi, Timothy K. Shih, Chih-Yang Lin*, G. Wijayarathna
Creating Waterfall Animation on a Single Image
Chih-Yang Lin*, Yun-Wen Huang, Timothy K. Shih*
Objective HDR Image Quality Assessment
Chih-Yang Lin*, Kai-Ren Jheng, Timothy K. Shih*
HEVC Intra Frame Coding Based on Convolutional Neural Network
Chia-Hung Yeh, Zheng-Teng Zhang, Mei-Juan Chen, Chih-Yang Lin*
Creating Waterfall Animation on a Single Image
Chih-Yang Lin, Yun-Wen Huang, Timothy K. Shih*
Objective HDR Image Quality Assessment
Chih-Yang Lin, Kai-Ren Jheng, Timothy K. Shih*
Rain streak removal based on non-negative matrix factorization
Chia-Hung Yeh, Chih-Yang Lin*, Kahlil Muchtar, Pin-Hsian Liu
Three-Pronged Compensation and Hysteresis Thresholding for Moving Object Detection in Real-Time Video Surveillance
Chia-Hung Yeh, Chih-Yang Lin*, Kahlil Muchtar, Hsiang-Erh Lai, Ming-Ting Sun
RGB-D abandoned object detection based on GrabCut using Kinect
Chia-Hung Yeh, Chih-Yang Lin*, Kahlil Muchtar
Gender Classification Based on Multi-scale and Run-length Features
Sheng Hung Wang, Chih Yang Lin*, Jing Tong Fu
Robust Techniques for Abandoned and Removed Object Detection Based on Markov Random Field
Chih-Yang Lin, Kahlil Muchtar, Chia-Hung Yeh*
Moving Object Detection in the Encrypted Domain
Chih-Yang Lin, Kahlil Muchtar, Jia-Ying Lin, Yu-Hsien Sung, Chia-Hung Yeh*
Secure Multicasting of Images via Joint Privacy-Preserving Fingerprinting, Decryption, and Authentication
Chih-Yang Lin, Kahlil Muchtar, Chun-Shien Lu, Chia-Hung Yeh*
Predictive Texture Synthesis-Based Intra Coding Scheme for Advanced Video Coding
Chia-Hung Yeh, Tsung-Yi Tseng, Cheng-Wei Lee, Chih-Yang Lin*
Robust Laser Speckle Authentication System through Data Mining Techniques
Chia-Hung Yeh, Guanling Lee, Chih-Yang Lin
A New Intra Prediction with Adaptive Template Matching through Finite State Machine
Chia-Hung Yeh, Shu-Jhen Fan Jiang, Chih-Yang Lin, Min-Kuan C. Chang
Inter-Embedding Error-Resilient Mechanism in Scalable Video Coding
Chia-Hung Yeh, Shu-Jhen Fan Jiang, Chih-Yang Lin, Min-Kuan C. Chang, Mei-Juan Chen
Reversible Joint Fingerprinting and Decryption based on Side Match Vector Quantization
Chih-Yang Lin, Panyaporn Prangjarote, Chia-Hung Yeh, Hui-Fuang Ng
Real-Time Background Modeling Based on a Multi-level Texture Description
Chia-Hung Yeh, Chih-Yang Lin, Kahlil Muchtar, Li-Wei Kang
Temporal Video Transcoding based on Frame Complexity Analysis for Mobile Video Communication
Chia-Hung Yeh, Shu-Jhen Fan Jiang, Chih-Yang Lin, Mei-Juan Chen
An Indicator Elimination Method for Side-match Vector Quantization
Chin-Chen Chang, Yung-Chen Chou, Chih-Yang Lin
Left-object Detection through Background Modeling
Chih-Yang Lin, Chi-Shiang Chan, Li-Wei Kang, Kahlil Muchtar
Multi-camera Invariant Appearance Modeling for Non-rigid Object Identification in a Real-time Environment
Chih-Yang Lin, Li-Wei Kang, Jau-Hong Kao, Chun-Shien Lu, Yi-Ta Wu
Bidirectional Background Modeling for Video Surveillance
Chih-Yang Lin, Wei-Wen Chang, Yung-Chen Chou
Joint Fingerprinting and Decryption with Noise-resistant for Vector Quantization Images
Chih-Yang Lin, Panyaporn Prangjarote, Li-Wei Kang, Wei-Lun Huang, Tzung-Her Chen
An Automatic Evaluation System for Contrast-Detail Phantom Images in Digital Radiography
Chuen-Horng Lin, Chih-Yang Lin, Yu-Jung Cheng, Yung-Kuan Chan
Low-Complexity Video Coding via Power-Rate-Distortion Optimization
Li-Wei Kang, Chun-Shien Lu, Chih-Yang Lin
Data Hiding for Vector Quantization Images Using Mixed-Base Notation and Dissimilar Patterns without Loss of Fidelity
Chin-Chen Chang, Chih-Yang Lin, Yi-Pei Hsieh
Apply the Modulus Function to Secret Image Sharing
Chi-Shiang Chan, Chih-Yang Lin, Yu-Hsuan Lin
Feature-based Sparse Representation for Image Similarity Assessment
Li-Wei Kang, Chao-Yung Hsu, Hung-Wei Chen, Chun-Shien Lu, Chih-Yang Lin, Soo-Chang Pei
Reversible Steganography for BTC-compressed Images
Chin-Chen Chang, Chih-Yang Lin, Yi-Hsuan Fan
Reversible Steganographic Method with High Payload for JPEG images
Chih-Yang Lin, Chin-Cheng Chang, Yu-Zheng Wang
Placing Chinese Phonetic Symbols on Mobile Phones Using Linear Programming
Chih-Yang Lin, Chin-Chen Chang
Lossless Data Hiding for Color Images Based on Block Truncation Coding
Chin-Chen Chang, Chih-Yang Lin, Yi-Hsuan Fan
Three-Phase Lossless Data Hiding Method for the VQ Index Table
Chin-Cheng Chang, Chih-Yang Lin, Yi-Pei Hsieh
Lossless Data Embedding with High Embedding Capacity Based on Declustering for VQ-Compressed Codes
Chin-Cheng Chang, Yi-Pei Hsieh, Chih-Yang Lin
Reversible Data Hiding in the VQ-Compressed Domain
Chin-Cheng Chang, Yung-Chen Chou, Chih-Yang Lin
Reversible Steganographic Method Using SMVQ Approach Based on Declustering
Chin-Cheng Chang, Chih-Yang Lin
Compressing Vector Quantization Index Table Using Side Match State Codebook
Chin-Chen Chang, Chia-Chen Lin, Chih-Yang Lin
Simple Efficient Mutual Anonymity Protocols for Peer-to-Peer Network Based on Primitive Roots
Chin-Chen Chang, Chih-Yang Lin, Keng-Chu Lin
Secret Image Hiding and Sharing Based on the (t, n)-Threshold
Chin-Cheng Chang, Chih-Yang Lin, Chun-Sen Tseng
Reversible Data Embedding Based on Prediction Approach for VQ and SMVQ Compressed Images
Chin-Cheng Chang, Chih-Yang Lin
Reversible Steganography for VQ-compressed Images Using Side Matching and Relocation
Chin-Chen Chang, Chih-Yang Lin
New Image Steganographic Methods Using Run-Length Approach
Chin-Cheng Chang, Chih-Yang Lin, Yu-Zheng Wang
Perfect Hashing Schemes for Mining Traversal Patterns
Chin-Cheng Chang, Chih-Yang Lin, Henry Chou
A New Density-Based Scheme for Clustering Based on Genetic Algorithm
Chih-Yang Lin, Chin-Chen Chang, Chia-Chen Lin
Perfect Hashing Schemes for Mining Association Rules
Chin-Chen Chang, Chih-Yang Lin
An Efficient Graph-Based Method for Parallel Mining Problems
Chin-Chen Chang, Chih-Yang Lin, Pei-Yu Lin