Evaluation of Data Augmentation on Surface Defect Detection. - Isack Farady; Chih-Yang Lin; Fityanul Akhyar; R. Roshini; John Sahaya Rani Alex (ICCE-TW, 2021)

Evaluation of Additional Augmented Images for Steel Surface Defect Detection. - Isack Farady; Shashank; Megha Dey Sarkar; Wen-Thong Chang; Chih-Yang Lin (ICCE-TW, 2022)

Implementing Multi-Level Features in a Student-Teacher Network for Anomaly Detection. - Isack Farady; Bhagyashri Khimsuriya; Ruchita Sagathiya; Po-Chiang Lin; Chih-Yang Lin (ICCE-Taiwan, 2023)

Automated Slice Selection and Labeling of Hippocampus Regions for Alzheimer's Disease. - Elvin Nur Furqon; Isack Farady; Po-Chiang Lin; Chi-Wen Lung; Wen-Thong Chang; John Sahaya Rani Alex; Chih-Yang Lin (ICCE-Taiwan, 2023)

Deep Learning Approach to Predict Alzheimer's Disease through Magnetic Resonance Images. - Gilang Titah Ramadhan; Yori Pusparani; Isack Farady; Elvin Nur Furqon; Chih-Yang Lin; Wen-Hung Chao; John Sahaya Rani Alex; Jeetashree Aparajeeta; Chi-Wen Lung (ICCE-Taiwan, 2023)

Diagnosis of Alzheimer's Disease Using Convolutional Neural Network With Select Slices by Landmark on Hippocampus in MRI Images. - Yori Pusparani; Chih-Yang Lin; Yih-Kuen Jan; Fu-Yu Lin; Ben-Yi Liau; Peter Ardhianto; Isack Farady; John Sahaya Rani Alex; Jeetashree Aparajeeta; Wen-Hung Chao; Chi-Wen Lung (IEEE Access, 2023)

Hierarchical Image Transformation and Multi-Level Features for Anomaly Defect Detection. - Isack Farady; Chia-Chen Kuo; Hui-Fuang Ng; Chih-Yang Lin (Sensors, 2023)

Effective Adversarial Sample Detection for Securing Automatic Speech Recognition. - Chih-Yang Lin; Yan-Zhang Wang; Shou-Kuan Lin; Isack Farady; Yih-Kuen Jan; Wei-Yang Lin (AVSS, 2024)

Seismic Layer Segmentation Models with Channel Attention Block in Carbon Storage Study. - Isack Farady; Chia-Chen Kuo; Sang Le; Chih-Wei Wang; Hui-Fuang Ng; Chih-Yang Lin; Ming-Jen Wang (EnvSys@MobiSys, 2024)

Integrating Stable diffusion for Improved Alzheimer's Disease Classification: Insights from MRI Images and YOLOv8. - Junaidul Islam; Elvin Nur Furqon; Isack Farady; John Sahaya Rani Alex; Chia-Chen Kuo; Chih-Yang Lin (ICCE-Taiwan, 2024)

Utilizing Brain Region Volume Estimations to Enhance Interpretability of Decision Trees for Alzheimer's Disease Classification. - Sang Le; Isack Farady; Chia-Chen Kuo; Po-Chiang Lin; Chih-Yang Lin (ICCE-Taiwan, 2024)

ECG Anomaly Detection with LSTM-Autoencoder for Heartbeat Analysis. - Isack Farady; Vraj Patel 004; Chia-Chen Kuo; Chih-Yang Lin (ICCE, 2024)

Entropy-Boosted Adversarial Patch for Concealing Pedestrians in YOLO Models. - Chih-Yang Lin; Tun-Yu Huang; Hui-Fuang Ng; Wei-Yang Lin; Isack Farady (IEEE Access, 2024)

Pseudo Skin Image Generator (PSIG-Net): Ambiguity-free sample generation and outlier control for skin lesion classification. - Isack Farady; Elvin Nur Furqon; Chia-Chen Kuo; Yih-Kuen Jan; Chih-Yang Lin (Biomed. Signal Process. Control., 2024)

PreAugNet: improve data augmentation for industrial defect classification with small-scale training data. - Isack Farady; Chih-Yang Lin; Ming-Ching Chang (J. Intell. Manuf., 2024)

Real-time Identification of Badminton Hitting Actions Using Video and Human Key Point Heat Maps. - Isack Farady; Chang-Yen Lo; Po-Chiang Lin; Chih-Yang Lin (ICCE, 2025)