Table of Contents
Journal Publications
- Duc Tai Phan, Nhut Minh Nguyen, Khang Phuc Nguyen, Phuong-Nam Tran, Nhat Truong Pham, Linh Le, Choong Seon Hong, and Duc Ngoc Minh Dang, “From object difficulty to image scoring: A strategy for active learning in object detection”, Knowledge-Based Systems, 2026, DOI: 10.1016/j.knosys.2026.115946
- Nhut Minh Nguyen, Trung Thanh Nguyen, Thu Thuy Le, Ngoc-Hanh Dang, Phuong Luu Vo, Lam Thanh Hien, and Duc Ngoc Minh Dang, “HyperDyG: Hypergraph-Driven Dynamic Fusion for Semi-Supervised Multimodal Emotion Recognition”, EAI Endorsed Transactions on Industrial Networks and Intelligent Systems, 2026, DOI: 10.4108/eetinis.131.10903
- Nhut Minh Nguyen, Minh Trung Nguyen, Thanh Trung Nguyen, Phuong-Nam Tran, Nhat Truong Pham, Linh Le, Alice Othmani, Abdulmotaleb El Saddik, and Duc Ngoc Minh Dang, “Enhancing multimodal emotion recognition with dynamic fuzzy membership and attention fusion”, Engineering Applications of Artificial Intelligence, 2026, DOI: 10.1016/j.engappai.2025.113396
- Nhut Minh Nguyen, Thanh Trung Nguyen, Phuong-Nam Tran, Chee Peng Lim, Nhat Truong Pham, and Duc Ngoc Minh Dang, “Multimodal fusion in speech emotion recognition: A comprehensive review of methods and technologies”, Engineering Applications of Artificial Intelligence, 2025, DOI: 10.1016/j.engappai.2025.112624
- Vo Phuc Tinh, Hoang Hai Son, Duc Ngoc Minh Dang, Nguyen Hoang Nam, Duy-Dong Le, Thai-Binh Nguyen, Thanh-Qui Pham, Van-Luong Nguyen, Duy-Thanh Huynh, and Tran Anh Khoa, “CroSSHeteroFL: Cross-Stratified Sampling Composition-Fitting to Federated Learning for Heterogeneous Clients”, IEEE Access, 2024, DOI: 10.1109/ACCESS.2024.3475737
- Duc Ngoc Minh Dang, “Enhancing IEEE 802.11ah Networks: A Spatial Multi-Channel MAC Protocol”, Advances in Electrical and Electronic Engineering, 2025, DOI: 10.15598/aeee.v23i2.240513
- Duong Thanh Tran, Nguyen Doan Hieu Nguyen, Trung Thanh Pham, Phuong-Nam Tran, Thuy-Duong Thi Vu, Cuong Tuan Nguyen, Hanh Dang-Ngoc, and Duc Ngoc Minh Dang, “SwinTExCo: Exemplar-based Video Colorization using Swin Transformer”, Expert Systems with Applications, 2024, DOI: 10.1016/j.eswa.2024.125437
- Tran Anh Khoa, Trac Nguyen Dang, Tinh Vo Phuc, Nam Nguyen Hoang, Duc Ngoc Minh Dang, Son Hoang Hai, and Lam Pham Duc, “Safety Is Our Friend: A Federated Learning Framework Toward Driver’s State and Behavior Detection”, IEEE Transactions on Computational Social Systems, 2023, DOI: 10.1109/TCSS.2023.3273727
- Nhat Truong Pham, Duc Ngoc Minh Dang, Ngoc Duy Nguyen, Thanh Thi Nguyen, Hai Nguyen, Balachandran Manavalan, Chee Peng Lim, and Sy Dzung Nguyen, “Hybrid data augmentation and deep attention-based dilated convolutional-recurrent neural networks for speech emotion recognition”, Expert Systems with Applications, 2023, DOI: j.eswa.2023.120608
- Nhat Truong Pham, Sy Dzung Nguyen, Vu Song Thuy Nguyen, Bich Ngoc Hong Pham, and Duc Ngoc Minh Dang “Speech emotion recognition using overlapping sliding window and Shapley additive explainable deep neural network”, Journal of Information and Telecommunication, 2023, DOI: 10.1080/24751839.2023.2187278
Conference Proceedings
- Quang Nhan Hoang, Minh Tri Pham, and Duc Ngoc Minh Dang, “HQM-Net: A Hybrid Quantum-Classical Medical Imaging Architecture for Multi-Disease Classification across Heterogeneous Modalities”, The 7th International Conference on Machine Learning and Human-Computer Interaction (MLHMI 2026), Tokyo, Japan, March 2026.
- Nhut Minh Nguyen, Thu Thuy Le, Thanh Trung Nguyen, and Duc Ngoc Minh Dang, “SemiFedER: Semi-supervised Federated Averaging for Multimodal Emotion Recognition”, The 7th International Conference on Machine Learning and Human-Computer Interaction (MLHMI 2026), Tokyo, Japan, March 2026.
- Nam Van Hai Phan, Khoa Minh Nguyen, Phu Nguyen Ngoc Thien, Nguyen Doan Hieu Nguyen, Tri Minh Pham, and Duc Ngoc Minh Dang, “ChemAligner-T5: A Unified Text-to-Molecule Model via Representation Alignment”, The 2nd International Conference on Computational Intelligence in Engineering Science (ICCIES 2026), Nha Trang, Khanh Hoa, Viet Nam, April 2-4, 2026, DOI: 10.1007/978-3-032-21625-0_16
- Phuong Lam Nguyen, Duc Tai Phan, Thanh Trung Nguyen, Nhut Minh Nguyen, and Duc Ngoc Minh Dang, “YOLOv5-powered Smart Parking System with IoT-based Real-Time Slot Monitoring”, The 19th International Conference on Computing and Communication Technologies (RIVF 2025), Vietnam, Dec 18-20, 2025, DOI: 10.1109/RIVF68649.2025.11365041
- Quang Nhan Hoang, Thanh Trung Pham, and Duc Ngoc Minh Dang, “Efficient Hybrid Quantum-Classical Convolutional Neural Network with Feature Propagation Layer for Multi-Class Image Classification”, The 10th International Conference on Advanced Engineering – Theory and Applications (AETA 2025), Vietnam, 2025.
- Thu Thuy Le, Nhut Minh Nguyen, Nhat Truong Pham, Phuong-Nam Tran, Nguyen Doan Hieu Nguyen, Phuong Luu Vo, Balachandran Manavalan, Duc Ngoc Minh Dang, “Federated Semi-Supervised FixMatch: Enhancing CutMix for Medical Image Segmentation”, 2025 IEEE International Conference on Big Data, Macau SAR, China, Dec 8-11, 2025, DOI: 10.1109/BigData66926.2025.11402514
- Duc Tai Phan, Nhut Minh Nguyen, and Duc Ngoc Minh Dang, “DAAL: Dual Ambiguity in Active Learning for Object Detection with YOLOE”, The 17th International Conference on Management of Digital EcoSystems (MEDES 2025), Ho Chi Minh City, Vietnam, Nov 24–26, 2025.
- Nhut Minh Nguyen, Duc Tai Phan, and Duc Ngoc Minh Dang, “GloMER: Towards Robust Multimodal Emotion Recognition via Gated Fusion and Contrastive Learning”, The 17th International Conference on Management of Digital EcoSystems (MEDES 2025), Ho Chi Minh City, Vietnam, Nov 24–26, 2025.
- Tran Ngoc Phuong Linh, Nguyen Khanh Ly, Hanh Dang-Ngoc, Long Kam Kim, and Duc Ngoc Minh Dang, “Towards Scalable EEG-Based Emotion Recognition for Mental Health: A Multi-Task Learning Approach”, The 2025 International Symposium on Electrical and Electronics Engineering (ISEE 2025), Ho Chi Minh City, Vietnam, Oct 23-24, 2025, DOI: 10.1109/ISEE68370.2025.11223426
- Vo Duc Tai, Nguyen Xuan Tuyen, Hanh Dang-Ngoc, Vo Que Son, and Duc Ngoc Minh Dang, “Enhancing Urban Traffic Safety with VANET: A Simulation-Based Multi-Scenario Alert System”, The 2025 International Symposium on Electrical and Electronics Engineering (ISEE 2025), Ho Chi Minh City, Vietnam, Oct 23-24, 2025, DOI: 10.1109/ISEE68370.2025.11223481
- Duc-Hieu Hoang, Dinh Thuan Nguyen, Quoc Huy Tran, Thanh Trung Nguyen, Nhut Minh Nguyen, and Duc Ngoc Minh Dang, “YOLO-Powered Traffic Sign Detection and OpenStreetMap Integration for Intelligent Navigation”, The 2025 Asia-Pacific Network Operations and Management Symposium (APNOMS), Kaohsiung, Taiwan, Sep 22-24, 2025, DOI: 10.23919/APNOMS67058.2025.11181312
- Nhut Minh Nguyen, Thu Thuy Le, Thanh Trung Nguyen, Duc Tai Phan, Anh Khoa Tran, and Duc Ngoc Minh Dang, “CemoBAM: Advancing Multimodal Emotion Recognition through Heterogeneous Graph Networks and Cross-Modal Attention Mechanisms”, The 2025 Asia-Pacific Network Operations and Management Symposium (APNOMS), Kaohsiung, Taiwan, Sep 22-24, 2025, DOI: 10.23919/APNOMS67058.2025.11181320
- Duc Tai Phan, Nhut Minh Nguyen, Khang Phuc Nguyen, Tri Pham, and Duc Ngoc Minh Dang, “ALMUS: Enhancing Active Learning for Object Detection with Metric-Based Uncertainty Sampling”, The 2025 Asia-Pacific Network Operations and Management Symposium (APNOMS), Kaohsiung, Taiwan, Sep 22-24, 2025, DOI: 10.23919/APNOMS67058.2025.11181447
- Nam Van Hai Phan, Minh-Khoa Nguyen, Trung Thanh Nguyen, Trung Thanh Pham, Phuong-Nam Tran, and Duc Ngoc Minh Dang, “Mask CoMER: Enhancing Handwritten Mathematical Expression Recognition with Masked Language Pretraining and Regularization”, ICDAR 2025 (rank A), Wuhan, Hubei, China, Sep 16-21, 2025, DOI: 10.1007/978-3-032-04624-6_22
- Binh Huynh Thanh Phan, Hai Hoang Son Vu, Xuyen Le Bao Nguyen, Tinh Duc Huynh, Duong Thi Thuy Vu, and Duc Ngoc Minh Dang, “LLM-Guided Multi-Object Tracking: Enhancing Retail Insights with TempRMOT”, The 6th International Conference on Machine Learning and Human-Computer Interaction (MLHMI), Kawasaki, Japan, Mar 4-6, 2025, DOI: 10.1109/MLHMI66056.2025.00018
- Phuong-Nam Tran, Duc Ngoc Minh Dang, Eui-Nam Huh, and Choong Seon Hong, “Additive Angular Margin Loss for Federated Learning in Image Classification”, 39th International Conference on Information Networking (ICOIN), Chiang Mai, Thailand, Jan 15-17, 2025, DOI: 10.1109/ICOIN63865.2025.10993113
- Duc Tai Phan, Phuong-Nam Tran, and Duc Ngoc Minh Dang, “Improving Face Attendance Checking System with Ensemble Learning”, 2024 RIVF International Conference on Computing and Communication Technologies (RIVF), Da Nang, Vietnam, Dec 21-23, 2024, DOI: 10.1109/RIVF64335.2024.11009085
- Nhut Minh Nguyen, Thanh Trung Nguyen, Hua Hiep Nguyen, Phuong-Nam Tran, and Duc Ngoc Minh Dang, “Voice-Based Age and Gender Recognition: A Comparative Study of LSTM, RezoNet and Hybrid CNNs-BiLSTM Architecture”, The 15th International Conference on ICT Convergence (ICTC 2024), Jeju, Korea, Oct 16-18, 2024, DOI: 10.1109/ICTC62082.2024.10827387
- Thu Thuy Le, Nhat Truong Pham, Phuong-Nam Tran, and Duc Ngoc Minh Dang, “Federated Learning with U-Net for Brain Tumor Segmentation: Impact of Client Numbers and Data Distribution”, The 15th International Conference on ICT Convergence (ICTC 2024), Jeju, Korea, Oct 16-18, 2024, DOI: 10.1109/ICTC62082.2024.10826674
- Phuong-Nam Tran, Nhat Truong Pham, Hai Nam Phan Van, Duc Tai Phan, Tuan Cuong Nguyen, and Duc Ngoc Minh Dang, “Towards Real-time Vietnamese Traffic Sign Recognition on Embedded Systems”, The 15th International Conference on ICT Convergence (ICTC 2024), Jeju, Korea, Oct 16-18, 2024, DOI: 10.1109/ICTC62082.2024.10827558
- Trung Nguyen Minh, Phuong-Nam Tran, and Duc Ngoc Minh Dang, “Enhancing Speech Emotion Recognition through Knowledge Distillation”, The 15th International Conference on ICT Convergence (ICTC 2024), Jeju, Korea, Oct 16-18, 2024, DOI: 10.1109/ICTC62082.2024.10826904
- Nam Van Hai Phan, Tha Thanh Le, Tuan Phu Phan, Thuy Thu Le, Phuong-Nam Tran, Nhat Truong Pham, and Duc Ngoc Minh Dang, “Deep Learning-Based Automated Cashier System for Bakeries”, 9th International Conference on Intelligent Information Technology (ICIIT 2024), Feb 23-25, 2024, DOI: 10.1145/3654522.3654538
- Dang Khoa Phan, Phuong-Nam Tran, Nhat Truong Pham, Tra Huong Thi Le, and Duc Ngoc Minh Dang, “Innovative Multi-Modal Control for Surveillance Spider Robot: An Integration of Voice and Hand Gesture Recognition”, 9th International Conference on Intelligent Information Technology (ICIIT 2024), Feb 23-25, 2024, DOI: 10.1145/3654522.3654544
- Dinh Thuan Nguyen, Minh Khanh Phan, Phuong-Nam Tran, and Duc Ngoc Minh Dang, “Vietnamese Traffic Sign Recognition Using Deep Learning”, 9th International Conference on Intelligent Information Technology (ICIIT 2024), Feb 23-25, 2024, DOI: 10.1145/3654522.3654528
- Chi Hung Le, Hung Phat Ly, Duc Tien Nguyen, Hanh Dang-Ngoc, Thuy-Duong Thi Vu, and Duc Ngoc Minh Dang, “Deep Learning Based Attendance Check System At FPT University”, 9th International Conference on Intelligent Information Technology (ICIIT 2024), Feb 23-25, 2024, DOI: 10.1145/3654522.3654584
- Triet Minh Huynh, Duy Linh Nguyen, Thanh Tri Nguyen, Thuy-Duong Thi Vu, Hanh Dang-Ngoc, and Duc Ngoc Minh Dang, “CLIP-Prefix for Image Captioning and an Experiment on Blind Image Guessing”, The 10th EAI International Conference on Industrial Networks and Intelligent Systems (INISCOM 2024), Feb 20-21, 2024, DOI: 10.1007/978-3-031-67357-3_14
- Binh Dang Hai, Huu Duc Nguyen, Thanh Nam Vo, Phuong-Nam Tran, Cuong Tuan Nguyen, and Duc Ngoc Minh Dang, “Performance Comparison in Traffic Sign Recognition using Deep Learning”, The 10th EAI International Conference on Industrial Networks and Intelligent Systems (INISCOM 2024), Feb 20-21, 2024, DOI: 10.1007/978-3-031-67357-3_9
- Quan Bao Le, Kiet Tuan Trinh, Nguyen Dinh Hung Son, Phuong-Nam Tran, Cuong Tuan Nguyen, and Duc Ngoc Minh Dang, “MERSA: Multimodal Emotion Recognition with Self-Align Embedding”, The 38th International Conference on Information Networking (ICOIN 2024), Jan 17-19, 2024, DOI: 10.1109/ICOIN59985.2024.10572116
- Nhat Truong Pham, Le Thi Phan, Duc Ngoc Minh Dang, and Balachandran Manavalan, “SER-Fuse: An Emotion Recognition Application Utilizing Multi-Modal, Multi-Lingual, and Multi-Feature Fusion”, The 12th International Symposium on Information and Communication Technology (SoICT 2023), Ho Chi Minh City, Vietnam, Dec 7-8, 2023, DOI: 10.1145/3628797.3628887
- Duong Thanh Tran, Nguyen Doan Hieu Nguyen, Trung Thanh Pham, Phuong-Nam Tran, Thuy-Duong Thi Vu, and Duc Ngoc Minh Dang, “Vitexco: Exemplar-based Video Colorization using Vision Transformer”, The 14th International Conference on ICT Convergence (ICTC 2023), Jeju, Korea, Oct 11 -13, 2023, DOI: 10.1109/ICTC58733.2023.10393505
- Duc-Hieu Hoang, Duc Ngoc Minh Dang, Hanh Dang-Ngoc, Anh-Khoa Tran, Phuong-Nam Tran, and Cuong Tuan Nguyen, “RBBA: ResNet - BERT - Bahdanau Attention for Image Caption Generator”, The 14th International Conference on ICT Convergence (ICTC 2023), Jeju, Korea, Oct 11 -13, 2023, DOI: 10.1109/ICTC58733.2023.10392496
- Phuong-Nam Tran, Thuy-Duong Thi Vu, Nhat Truong Pham, Hanh Dang-Ngoc, and Duc Ngoc Minh Dang, “Comparative analysis of multi-loss functions for enhanced multi-modal speech emotion recognition”, The 14th International Conference on ICT Convergence (ICTC 2023), Jeju, Korea, Oct 11 -13, 2023, DOI: 10.1109/ICTC58733.2023.10392928
- Nam Phuong Tran, Thuy-Duong Vu, Duc Ngoc Minh Dang, Nhat Truong Pham, and Anh Khoa Tran, “Multi-modal Speech Emotion Recognition: Improving Accuracy through Fusion of VGGish and BERT Features with Multi-head Attention”, 9th EAI International Conference on Industrial Networks and Intelligent Systems (INISCOM 2023), Ho Chi Minh City, Vietnam, Aug 2-3, 2023, DOI: 10.1007/978-3-031-47359-3_11
- Phuc Tinh Vo, Viet Anh Nguyen, Xuyen Bao Le Nguyen, Duc Ngoc Minh Dang, and Anh Khoa Tran, “Performance Analysis of Distributed Learning in Edge Computing on Handwritten Digits Dataset”, 9th EAI International Conference on Industrial Networks and Intelligent Systems (INISCOM 2023), Ho Chi Minh City, Vietnam, Aug 2-3, 2023, DOI: 10.1007/978-3-031-47359-3_12
- Nhat Truong Pham, Duc Ngoc Minh Dang, Bich Ngoc Hong Pham, and Sy Dzung Nguyen, “SERVER: Multi-modal Speech Emotion Recognition using Transformer-based and Vision-based Embeddings”, 2023: 8th International Conference on Intelligent Information Technology (ICIIT 2023), Da Nang, Vietnam, Feb 24 - 26, 2023, DOI: 10.1145/3591569.3591610
- Nhat Truong Pham, Anh-Tuan Tran, Bich Ngoc Hong Pham, Hanh Dang-Ngoc, Sy Dzung Nguyen, and Duc Ngoc Minh Dang, “Speech Emotion Recognition: A Brief Review of Multi-modal Multi-task Learning Approaches”, The 7th International Conference on Advanced Engineering – Theory and Applications (AETA-2022), Vietnam, Dec 8-10, 2022, DOI: 10.1007/978-981-99-8703-0_50
Unpublished Manuscripts
- Hoang Khang Trang, Bao Quoc Nguyen, Viet Vinh Khanh Dinh, Nhut Minh Nguyen, Nhat Truong Pham, Phuong-Nam Tran, Phuong Luu Vo, and Duc Ngoc Minh Dang, “Towards effective multimodal emotion recognition in conversations via joint multi-graph learning and self-distillation”, Available at SSRN (Preprint)
- Phuong-Nam Tran, Nhat Truong Pham, Duc Ngoc Minh Dang, Eui-Nam Huh, Choong Seon Hong, “QTSeg: A Query Token-Based Dual-Mix Attention Framework with Multi-Level Feature Distribution for Medical Image Segmentation”, Available at arXiv:2412.17241 (Preprint)