Hung-Yi Liu, Development of a Feature Selection Method to Improve PM2.5 Prediction Model Performance: Integrating Fourier Transform and Dynamic Time Warping Techniques, National Science and Technology Council, Dec. 1, 2025 – Nov. 30, 2026, NT$461,000.

Chang-Hsing Lee, Unsupervised Fine-Grained Image Retrieval Using Automatic Object Segmentation and Part Segmentation Algorithms, National Science and Technology Council, Aug. 1, 2025 – Jul. 31, 2026, NT$791,000.

Hung-Yi Liu, Error Detection and Result Analysis of Survey Questionnaires, Fisheries Agency, Ministry of Agriculture, Oct. 2, 2025 – Dec. 31, 2025, NT$748,000.

Hung-Yi Liu, Development and Application of a Deep Learning Transformer-Based Soft Sensor for Biological Wastewater Treatment, National Science and Technology Council, Sept. 1, 2024 – Jan. 31, 2026, NT$820,000.

Chang-Hsing Lee, Unsupervised Fine-Grained Image Retrieval Based on Spatial Attention Maps and Image Feature Attention Maps, National Science and Technology Council, Aug. 1, 2024 – Dec. 31, 2025, NT$800,000.

Chang-Hsing Lee, Investigating Diverse and Sparse Multi-Head Self-Attention Mechanisms and Their Application to Music Recognition, National Science and Technology Council, Aug. 1, 2023 – Jul. 31, 2024, NT$767,000.

Chang-Hsing Lee, Research on Music Recognition Using Attention Mechanisms, National Science and Technology Council, Aug. 1, 2023 – Dec. 31, 2023, NT$168,000.

Hung-Yi Liu, A Probabilistic Model for Detecting Invasive Alien Species in Monitoring Systems, Animal and Plant Health Inspection Agency, Ministry of Agriculture, Aug. 1, 2023 – Dec. 31, 2023, NT$200,000.

Hung-Yi Liu, Analysis of Plant Quarantine Sampling Strategies for Imported Maritime Containers, Bureau of Animal and Plant Health Inspection and Quarantine, Council of Agriculture, Executive Yuan, Aug. 1, 2022 – Dec. 31, 2022, NT$500,000.