Publication

Journal Papers (65)

1. Thien Huynh-The, Van-Phuc Hoang, Jae-Woo Kim, Minh-Thanh Le, Ming Zeng, "WaveNet: Towards Waveform Classification in Integrated Radar-Communication Systems with Improved Accuracy and Reduced Complexity," IEEE Internet of Things Journal (SCI(E), Q1 JCR, IF: 10.6) (Early Access), 2024. [link]

2. Shen Wang, M. Atif Qureshi, Luis Miralles-Pechuan, Thien Huynh-The, Thippa Reddy Gadekallu, and Madhusanka Liyanage, "Explainable AI for 6G Use Cases: Technical Aspects and Research Challenges," IEEE Open Journal of the Communications Society (SCI(E), Q1 JCR, IF: 7.9), vol. 5, pp. 2490-2540, Apr. 2024. [link]

3. Thien Huynh-The, Nguyen Cong Luong, Hoc Phan, Daniel Benevides da Costa, Quoc-Viet Pham, "Improved Waveform Classification for Integrated Radar-Communication 6G Systems via Convolutional Neural Networks," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 6.8) (Early Access), 2024. [link]

4. Toan-Van Nguyen, Thien Huynh-The, Vo Nguyen Quoc Bao, "Short-Packet Communications in Wireless Energy Transfer Full-Duplex IoT Networks with Deep Learning Design," Journal of Communications and Networks, (SCI(E), Q3 JCR, IF: 3.6) (Accepted), 2024.

5. Toan-Van Nguyen, Thai-Hoc Vu, Thien Huynh-The, Daniel Benevides da Costa, "Secrecy Performance of Short-Packet Communications in MultiHop IoT Networks with Imperfect CSI," IEEE Wireless Communications Letters, (SCI(E), Q1 JCR, IF: 6.3), vol. 14, no.4, pp. 1093-1097, Apr. 2024. [link]

6. Xuan-Qui Pham, Thien Huynh-The, Dong-Seong Kim, "Joint Partial Offloading and Resource Allocation for Parked Vehicle-assisted Multi-access Edge Computing," IEEE Transactions on Emerging Topics in Computing (SCI(E), Q1 JCR, IF: 5.9) (Early Access), 2023. [link]

7. Nguyen Cong Luong, Thien Huynh-The, Van-Dinh Nguyen, Derrick Wing Kwan Ng, Symeon Chatzinotas, Dusit Niyato, and Quoc-Viet Pham, "Incentive Mechanism and Semantic Communication for Edge Computing-assisted Metaverse," IEEE Network Magazine (SCI(E), Q1 JCR, IF: 9.3), vol. 36, no. 3, pp. 277-284, May 2024. [link]

8. Chi-Hieu Pham, Thien Huynh-The, Ehsan Sedgh-Gooya, Marwa El-Bouz, Ayman Alfalou, "Extension of physical activity recognition with 3D CNN using encrypted multiple sensory data to federated learning based on multi-key homomorphic encryption," Computer Methods and Programs in Biomedicine (SCI(E), Q1 JCR, IF: 6.1), vol. 243, pp. 107584, Jan. 2024. [link]

9. Ali Kashif Bashir, Nancy Victor, Sweta Bhattacharya, Thien Huynh-The, Rajeswari Chengoden, Gokul Yenduri, Praveen Kumar Reddy Maddikunta, Quoc-Viet Pham, Thippa Reddy Gadekallu, Madhusanka Liyanage, "Federated Learning for the Healthcare Metaverse: Concepts, Applications, Challenges, and Future Directions," Internet of Things Journal (SCI(E), Q1 JCR, IF: 10.6), vol. 10, no. 24, pp. 21873-21891, Dec. 2023. [link]

10. Thien Huynh-The, Thippa Reddy Gadekallu, Weizheng Wang, Gokul Yenduri, Pasika Ranaweera, Quoc-Viet Pham, Daniel Benevides da Costa, Madhusanka Liyanage, "Blockchain for the Metaverse: A Review," Future Generation Computer Systems (SCI(E), Q1 JCR, IF: 7.307), vol. 143, pp. 401-419, Jun. 2023. [link] 

11. Rajeswari Chengoden, Nancy Victor, Thien Huynh-The, Gokul Yenduri, Rutvij H.Jhaveri, Mamoun Alazab, Sweta Bhattacharya, Pawan Hegde, Praveen Kumar Reddy Maddikunta, Thippa Reddy Gadekallu, "Metaverse for Healthcare: A Survey on Potential Applications, Challenges and Future Directions," IEEE Access (SCI(E), Q2 JCR, IF: 3.476), vol. 11, pp. 12765-12795, Feb. 2023. [link]

12. Dae-il Noh, Seon-Geun Jeong, Huu-Trung Hoang, Quoc-Viet Pham, Thien Huynh-The, Mikio Hasegawa, Hiroo Sekiya, Sun-young Kwon, Sang-hwa Chung, and Won-Joo Hwang, "Signal Processing Technique with Noise-Tolerant for RF-based UAV Signal Classification," IEEE Access (SCI(E), Q2 JCR, IF: 3.476), vol. 10, pp. 134785-134798, Dec. 2022. [link]

13. Thien Huynh-The, Quoc-Viet Pham, Xuan-Qui Pham, Nguyen Thanh Thi, Zhu Han, Dong-Seong Kim, "Artificial Intelligence for the Metaverse: A Survey," Engineering Applications of Artificial Intelligence (SCI(E), Q1 JCR, IF: 7.802), vol. 117, part A, pp. 105581, Jan. 2023. [link]

14. Van-Sang Doan, Thien Huynh-The, Van-Phuc Hoang, Jiri Vesely, "Phase-Difference Measurement-based Angle of Arrival Estimation Using Long-baseline Interferometer," IET Radar, Sonar & Navigation (SCI(E), Q4 JCR, IF: 1.596), vol.17, no. 3, pp. 449-465, Mar. 2023. [link]

15. Thien Huynh-The, Toan-Van Nguyen, Quoc-Viet Pham, Daniel Benevides da Costa, Ki-Hyeob Kwon, and Dong-Seong Kim, "Efficient Convolutional Networks for Robust Automatic Modulation Classification in OFDM-Based Wireless Systems," IEEE Systems Journal (SCI(E), Q2 JCR, IF: 4.802), vol. 17, no. 1, Mar. 2023. [link]

16. Thanh Thi Nguyen, Quoc Viet Hung Nguyen, Dung Tien Nguyen, Duc Thanh Nguyen, Thien Huynh-The, Saeid Nahavandi, Thanh Tam Nguyen, Quoc-Viet Pham, Cuong M. Nguyen, "Deep Learning for Deepfakes Creation and Detection: A Survey," Computer Vision and Image Understanding (SCI(E), Q1 JCR, IF: 4.886), vol. 233, pp. 103525, Oct. 2022. [link]

17. Toan-Van Nguyen, Van-Dinh Nguyen, Daniel Benevides da Costa, Thien Huynh-The, Rose Hu, Beongku An, "Short-Packet Communications in Multi-Hop Networks with WET: Performance Analysis and Deep Learning-Aided Optimization," IEEE Transactions on Wireless Communications (SCI(E), Q1 JCR, IF: 8.346), vol. 22, no. 1, pp. 439-456, Jan. 2023. [link]

18. Xuan-Qui Pham, Tien-Dung Nguyen, Thien Huynh-The, Eui-Nam Huh, Dong-Seong Kim, "Distributed Cloud Computing: Architecture, Enabling Technologies, and Open Challenges," IEEE Consumer Electronics Magazine (SCI(E), Q1 JCR, IF: 4.135), vol. 12, no. 3, pp. 98-106, May 2023. [link]

19. Praveen Kumar Reddy Maddikunta, Quoc-Viet Pham, Dinh C. Nguyen, Thien Huynh-The, Ons Aoued, Gokul Yenduri, and Thippa Reddy Gadekallu, "Incentive Techniques for the Internet of Things: A Survey," Journal of Network and Computer Applications (SCI(E), Q1 JCR, IF: 7.574), vol. 206, pp. 103464, Oct. 2022. [link]

20. Xuan-Qui Pham, Thien Huynh-The, Eui-Nam Huh, Dong-Seong Kim, "Partial Computation Offloading in Parked Vehicle-assisted Multi-access Edge Computing: A Game-Theoretic Approach," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 6.239), vol. 71, no. 9, pp. 10220-10225, Sep. 2022. [link]

21. Thippa Reddy Gadekallu, Parimala Boopalan, Swarna Priya Ram, Quoc-Viet Pham, Kapal Dev, Sharnil Pandya, Praveen Kumar Reddy Maddikunta, Thien Huynh-The, "Fusion of Federated Learning and Industrial Internet of Things: A Survey," Computer Networks (SCI(E), Q2 JCR, IF: 5.493), vol. 212, pp. 109048, Jul. 2022. [link]

22. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Daniel Benevides da Costa, Dong-Seong Kim, "RF-UAVNet: High-Performance Convolutional Network for RF-based Drone Surveillance Systems," IEEE Access (SCI(E), Q2 JCR, IF: 3.476), vol. 10, pp. 49696-49707, 2022. [link] [code]

23. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Nguyen Thanh Thi, Daniel Benevides da Costa, Dong-Seong Kim, "RanNet: Learning Residual-Attention Structure in CNNs for Automatic Modulation Classification," IEEE Wireless Communications Letters (SCI(E), Q1 JCR, IF: 4.348), vol.11, no.6, pp. 1243-1247, Jun. 2022. [link]

24. Thien Huynh-The, Toan-Van Nguyen, Quoc-Viet Pham, Daniel Benevides da Costa, Dong-Seong Kim, "MIMO-OFDM Modulation Classification Using Three-Dimensional Convolutional Network," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 5.978), vol. 71, no. 6, pp. 6738-6743, Jun. 2022. [link]

25. Rukhsana Ruby, Hailiang Yang, Felipe A. P. de Figueiredo, Thien Huynh-The, Kaishun Wu, "Energy-Efficient Multi-Processor-based Computation and Communication Resource Allocation in Two-Tier Federated Learning Networks," IEEE Internet of Things Journal (SCI(E), Q1 JCR, IF: 10.238), vol. 10, no.7, pp. 5689-5706, Apr. 2023. [link]

26. Quoc-Viet Pham, Mai Le, Thien Huynh-The, Zhu Han, and Won-Joo Hwang, "Energy-Efficient Federated Learning over UAV-Enabled Wireless Powered Communications," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 5.978), vol. 71, no. 5, pp. 4977-4990, May 2022. [link]

27. Quoc-Viet Pham, Ming Zeng, Thien Huynh-The, Zhu Han, Won-Joo Hwang, "Aerial Access Networks for Federated Learning: Applications and Challenges," IEEE Network (SCI(E), Q1 JCR, IF: 10.693), vol.36, no.3, pp. 159-166, May/Jun. 2022. [link]

28. Swarna Priya Ramu, Parimala Boopalan, Quoc-Viet Pham, Praveen Kumar Reddy Maddikunta, Thien Huynh-The, Mamoun Alazab, Thanh Thi Nguyen, Thippa Reddy Gadekallu, "Federated Learning enabled Digital Twins for Smart Cities: Concepts, Recent Advances, and Future Directions," Sustainable Cities and Society (SCI(E), Q1 JCR, IF: 7.587), vol. 79, pp. 103663, Apr. 2022. [link]

29. Dong-Seong Kim, Hoa Tran-Dang, Thien Huynh-The, "On the Reliability of Industrial Internet of Things from Systematic Perspectives: Evaluation Approaches, Challenges, and Open Issues", IETE Technical Review (SCI(E), Q3 JCR, IF: 2.200), vol. 39, no. 6, pp. 1277-1308, 2022. [link]

30. Van-Sang Doan, Thien Huynh-The, Van-Phuc Hoang, Duy-Thai Nguyen, "MoDANet: Multi-task Deep Network for Joint Automatic Modulation Classification and Direction of Arrival Estimation," IEEE Communications Letters (SCI(E), Q1 JCR, IF: 4.348), vol. 26, no. 2, pp. 335-339, 2022. [link]

31. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Nguyen Thanh Thi, Rukhsana Ruby, Ming Zeng, Dong-Seong Kim, "Automatic Modulation Classification: A Deep Architecture Survey," IEEE Access (SCI(E), Q2 JCR, IF: 3.367), vol. 9, pp. 142950-142971, 2021. [link]

32. Rubina Akter, Van-Sang Doan, Thien Huynh-The, Dong-Seong. Kim, "RFDOA-Net: An Efficient ConvNet for RF-based DOA Estimation in UAV Surveillance Systems," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 5.978), vol. 70, no. 11, pp. 12209-12214, Nov. 2021. [link]

33. Thien Huynh-The, Cam-Hao Hua, Van-Sang Doan, Quoc-Viet Pham, Dong-Seong Kim, "Accurate Deep CNN-based Waveform Recognition for Intelligent Radar Systems", IEEE Communications Letters (SCI(E), Q2 JCR, IF: 3.436), vol. 25, no. 9, pp. 2938-2942, Sept. 2021. [link]

34. Quoc-Viet Pham, Nhan Thanh Nguyen, Thien Huynh-The, Long Bao Le, Kyungchun Lee, Won-Joo Hwang, "Intelligent Radio Signal Processing: A Survey," IEEE Access (SCI(E), Q2 JCR, IF: 3.367), vol. 9, pp. 83818-83850, 2021. [link]

35. Nguyen Anh Tu, Thien Huynh-The, Kok-Seng Wong, Fatil Demirci, Young-Koo Lee, "Toward efficient and intelligent video analytics with visual privacy protection for large-scale surveillance," The Journal of Supercomputing (SCI(E), Q2 JCR, IF: 2.469), vol. 77, no. 12, pp. 14374-14404, May 2021. [link]

36. Thien Huynh-The, Van-Sang Doan, Cam-Hao Hua, Quoc-Viet Pham, Toan-Van Nguyen, Dong-Seong Kim, "Accurate LPI Radar Waveform Recognition With CWD-TFA for Deep Convolutional Network," IEEE Wireless Communications Letters (SCI(E), Q1 JCR, IF: 4.348), vol. 10, no. 8, pp. 1638-1642, Aug. 2021. [link] [code]

37. Quoc-Viet Pham, Ming Zeng, Rukhsana Ruby, Thien Huynh-The, Won-Joo Hwang, "UAV Communications for Sustainable Federated Learning," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 5.379), vol. 70, no. 4, pp. 3944-3948, Apr. 2021. [link]

38. Chung Duc Ho, Toan-Van Nguyen, Thien Huynh-The, Tien-Tung Nguyen, Daniel Benevides da Costa, Beongku An, "Short-Packet Communications in Wireless-Powered Cognitive IoT Networks: Performance Analysis and Deep Learning Evaluation," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 5.379), vol. 70, no.3, pp. 2894-2899, Mar. 2021. [link]

39. Godwin Brown Tunze, Thien Huynh-The, Jae-Min Lee, Dong-Seong Kim, "Sparsely Connected CNN for Efficient Automatic Modulation Recognition," IEEE Transactions on Vehicular Technology (SCI(E), Q1 JCR, IF: 5.379), vol. 69, no. 12, pp. 15557-15568, Dec. 2020. [link]    

40. Cam-Hao Hua, Kiyoung Kim, Thien Huynh-The, Jong In You, Seung-Young Yu, Thuong Le-Tien, Sung-Ho Bae, Sungyoung Lee, "Convolutional Network with Twofold Feature Augmentation for Diabetic Retinopathy Recognition from Multi-modal Images," IEEE Journal of Biomedical and Health Informatics (SCI(E), Q1 JCR, IF: 5.223), vol.25, no. 7, pp. 2686-2697, Jul. 2021. [link]

41. Toan-Van Nguyen, Thong-Nhat Tran, Kyusung Shim, Thien Huynh-The, Beongku An, "A Deep-Neural-Network-based Relay Selection Scheme in Wireless-Powered Cognitive IoT Networks," IEEE Internet of Things Journal (SCI(E), Q1 JCR, IF: 9.936), vol. 8, no.9, pp. 7423 - 7436, May 2021. [link]

42. Van-Sang Doan, Thien Huynh-The, Dong-Seong Kim, "Underwater Acoustic Target Classification Based on Dense Convolutional Neural Network," IEEE Geoscience and Remote Sensing Letters (SCI(E), Q1 JCR, IF: 5.343) vol. 19, pp. 1-5, 2022, Art no. 1500905. [link]

43. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Dong-Seong Kim, "Physical Activity Recognition with Statistical-Deep Fusion Model using Multiple Sensory Data for Smart Health," IEEE Internet of Things Journal (SCI(E), Q1 JCR, IF: 9.471), vol. 8, no. 3, pp. 1533-1543, Feb. 2021. [link]

44. Quoc-Viet Pham, Dinh C. Nguyen, Thien Huynh-The, Won-Joo Hwang, Pubudu N. Pathirana, "Artificial Intelligence (AI) and Big Data for Coronavirus (COVID-19) Pandemic: A Survey on the State-of-the-Arts," IEEE Access (SCI(E), Q1 JCR, IF: 3.745), vol. 8, pp. 130820-130839, 2020. [link]

45. Cam-Hao Hua, Thien Huynh-The, Sung-Ho Bae, Sungyoung Lee, "Cross-Attentional Bracket-shaped Convolutional Network for Semantic Image Segmentation," Information Sciences (SCI(E), Q1 JCR, IF: 5.910), vol. 539, pp. 277-294, Oct. 2020. [link]

46. Quoc-Viet Pham, Thien Huynh-The, Mamoun Alazab, Jun Zhao, Won-Joo Hwang, "Sum-Rate Maximization for UAV-assisted Visible Light Communications using NOMA: Swarm Intelligence meets Machine Learning," IEEE Internet of Things Journal (SCI(E), Q1 JCR, IF: 9.936), vol. 7, no. 10, pp. 10375-10387, Oct. 2020. [link]

47. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Dong-Seong Kim, "Learning 3D Spatiotemporal Gait Feature by Convolutional Network for Person Identification," Neurocomputing (SCI(E), Q1 JCR, IF: 4.438), vol. 397, pp. 192-202, Jul. 2020. [link]

48. Thien Huynh-The, Cam-Hao Hua, Quoc-Viet Pham, Dong-Seong Kim, "MCNet: An Efficient CNN Architecture for Robust Automatic Modulation Classification," IEEE Communications Letters (SCI(E), Q2 JCR, IF: 3.457), vol. 24, no. 4, pp. 811-815, Apr. 2020. [link] [code]

49. Thien Huynh-The, Cam-Hao Hua, Dong-Seong Kim, "Encoding Pose Features To Images With Data Augmentation For 3D Action Recognition," IEEE Transactions on Industrial Informatics (SCI(E), Q1 JCR, IF: 7.377), vol. 16, no. 5, pp. 3100-3111, May 2020. [link]

50. Thien Huynh-The, Cam-Hao Hua, Trung-Thanh Ngo, Dong-Seong Kim, "Image Representation of Pose-Transition Feature for 3D Skeleton-Based Action Recognition," Information Sciences (SCI(E), Q1 JCR, IF: 5.524), vol. 513, pp. 112-126, Mar. 2020. [link]

51. Cam-Hao Hua, Thien Huynh-The, Kiyoung Kim, Seung-Young Yu, Thuong Le-Tien, Gwang Hoon Park, Jaehun Bang, Wajahat Ali Khan, Sung-Ho Bae, Sungyoung Lee, "Bimodal Learning via Trilogy of Skip-connection Deep Networks for Diabetic Retinopathy Risk Progression Identification," International Journal of Medical Informatics (SCI(E), Q2JCR, IF: 2.731), vol. 132, pp. 103926, Dec. 2019. [link]

52. Anh Tu Nguyen, Thien Huynh-The, Kifayat Ullah Khan, Young-Koo Lee, "ML-HDP: A Hierarchical Bayesian Nonparametric Model for Recognizing Human Actions in Video," IEEE Transactions on Circuits and Systems for Video Technology (SCI(E), Q1 JCR, IF: 3.558), vol. 29, no. 3, pp. 800-814, March 2019. [link]

53. Trung-Thanh Ngo, Thien Huynh-The, Dong-Seong Kim, "A Novel VANETs-based Traffic Light Scheduling Scheme for Greener Planet and Safer Road Intersections," IEEE Access (SCI(E), Q1 JCR, IF: 4.098), vol. 7, pp. 22175 - 22185, 2019. [link]

54. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Dong-Seong Kim, "Locally Statistical Dual-Mode Background Subtraction Approach," IEEE Access (SCI(E), Q1 JCR, IF: 4.098), vol. 7, pp. 9769-9782, 2019. [link]

55. Taeho Hur, Jaehun Bang, Thien Huynh-The, Jongwon Lee, Jee-In Kim, Sungyoung Lee, "Iss2Image: A Novel Signal-Encoding Technique for CNN-Based Human Activity Recognition," Sensors (SCI(E), Q2 JCR, IF: 2.475), vol.18, no. 11: 3910, 2018. [link]

56. Jaehun Bang, Taeho Hur, Doyeong Kim, Thien Huynh-The, Jongwon Lee, Yongkoo Han, Oresti Banos, Jee-In Kim, Sungyoung Lee, "Adaptive Data Boosting Technique for Robust Personalized Speech Emotion in Emotionally-Imbalanced Small-Sample Environments," Sensors (SCI(E), Q2 JCR, IF: 2.475), vol.18, no.11: 3744, 2018. [link]

57. Thien Huynh-The, Cam-Hao Hua, Anh Tu Nguyen, Taeho Hur, Jaehun Bang, Dohyeong Kim, Muhammad B. Amin, Byeong Ho Kang, Hyonwoo Seung, Soo-Yong Shin, Eun-Soo Kim, Sungyoung Lee , "Hierarchical Topic Modeling With Pose-Transition Feature For Action Recognition Using 3D Skeleton Data," Information Sciences (SCI(E), Q1 JCR, IF: 4.832), vol. 444, pp.20-35, May 2018. [link]

58. Thien Huynh-The, Cam-Hao Hua, Anh Tu Nguyen, Taeho Hur, Jaehun Bang, Dohyeong Kim, Muhammad B. Amin, Byeong Ho Kang, Hyonwoo Seung, Sungyoung Lee , "Selective Bit Embedding Scheme For Robust Blind Color Image Watermarking," Information Sciences (SCI(E), Q1 JCR, IF: 4.832), vol. 426, pp.1-18, Feb 2018. [link]

59. Dinh-Mao Bui, Thien Huynh-The, Sungyoung Lee, "Early fault detection in IaaS cloud computing based on fuzzy logic and prediction technique," The Journal of Supercomputing (SCI(E), Q2 JCR, IF: 1.088), vol.74, no. 11, pp. 5730-5745, Apr. 2017. [link]

60. Thien Huynh-The, Oresti Banos, Sungyoung Lee, Byeong Ho Kang, Eun-So Kim, and Thuong Le-Tien, "NIC: A Robust Background Extraction Algorithm for Foreground Detection in Dynamic Scenes," IEEE Transactions on Circuits and Systems for Video Technology (SCI(E), Q1 JCR, IF: 3.599), vol. 27, no. 7, pp. 1478-1490, Jul. 2017. [link]

61. Oresti Banos, Claudia Villalonga, Jaehun Bang, Taeho Hur, Donguk Kang, Sangbeom Park, Thien Huynh-The, Vui Le-Ba, Muhammad B. Amin, Muhammad A.Razzaq, Wahajat A. Khan, Choong S. Hong, Sungyoung Lee, "Human Behavior Analysis by means of Multimodal Context Mining," Sensors (SCI(E), Q2 JCR, IF: 2.033), vol. 16, no. 8: 1264, 2016. [link]

62. Thien Huynh-The, Ba-Vui Le, Sungyoung Lee, Yongik Yoon, "Interactive Activity Recognition Using Pose-based Spatio-Temporal Relation Features and Four-Level Pachinko Allocation Model," Information Sciences (SCI(E), Q1 JCR, IF: 3.364), vol. 369, pp. 317-333, Nov. 2016. [link]

63. Thien Huynh-The, Oresti Banos, Sungyoung Lee, Yongik Yoon, Thuong Le-Tien, "Improving Digital Image Watermarking by Means of Optimal Channel Selection," Expert Systems With Applications (SCI(E), Q1 JCR, IF: 2.981), vol. 62, pp. 177-189, Dec. 2016. [link]

64. Thien Huynh-The, Oresti Banos, Ba-Vui Le, Dinh-Mao Bui, Yongik Yoon, Sungyoung Lee, "Traffic Behavior Recognition Using Pachinko Allocation Model," Sensors (SCI(E), Q2 JCR, IF: 2.245), vol.15, no.7, pp.16040-16059, 2015. [link]

65. Thien Huynh-The, Ba-Vui Lee, Sungyoung Lee, Thuong Le-Tien, "Using Weighted Dynamic Range for Histogram Equalization to Improve The Image Contrast," EURASIP Image and Video Processing (SCI(E), Q3 JCR, IF: 0.662), vol. 2014, no. 1, 2014. [link]

Conference Papers (64)

1. Lam Mai-Thanh, Khoi Tran-Minh, Thien Huynh-The, "PointGANet: A Lightweight 3D Point Cloud Learning Architecture for Semantic Segmentation," the 12th International Symposium on Information and Communication Technology (SOICT '23), Ho Chi Minh, Vietnam, Dec. 7-8, 2023, pp. 351–356. [link]

2. Gia-Vuong Nguyen, Ca Van Phan, Thien Huynh-The, "Accurate Spectrum Sensing with Improved DeepLabV3+ for 5G-LTE Signals Identification," the 12th International Symposium on Information and Communication Technology (SOICT '23), Ho Chi Minh, Vietnam, Dec. 7-8, 2023, pp. 221–227. [link]

3. Quang-Thai Le, Quoc-Hung Tran, Thien Huynh-The, "Strategic Improvements of SqueezeSegV2 for Road-Scene Semantic Segmentation Using 3D LiDAR Point Cloud," the 12th International Symposium on Information and Communication Technology (SOICT '23), Ho Chi Minh, Vietnam, Dec. 7-8, 2023, pp. 463–470. [link]

4. Anh-Kiet Vo, Thien Huynh-The, "LiPoSeg: A Lightweight Encoder-Decoder Network for LiDAR-based Road-Object Semantic Segmentation," the 12th International Symposium on Information and Communication Technology (SOICT '23), Ho Chi Minh, Vietnam, Dec. 7-8, 2023, pp. 422–428. [link]

5. Thanh Thi Nguyen, Cuong M Nguyen, Thien Huynh-The, Quoc-Viet Pham, Quoc Viet Hung Nguyen, Imran Razzak, Vijay Janapa Reddi, "Solving Complex Sequential Decision-Making Problems by Deep Reinforcement Learning with Heuristic Rules," International Conference on Computational Science (ICCS 2023), Prague, Czech Republic, July 3-5, 2023, pp. 298-305.

6. Toan-Van Nguyen, Thien Huynh-The, Vo Nguyen Quoc Bao, "Performance Analysis and Deep Learning Evaluation of URLLC Full-Duplex Energy Harvesting IoT Networks over Nakagami-m Fading Channels," the 22nd IEEE Statistical Signal Processing (SSP) workshop, Hanoi, Vietnam, July 2-5, 2023, pp. 309-313. [link]

7. Thai-Hoc Vu, Khac-Tuan Nguyen, Quoc-Viet Pham, Thien Huynh-The, Daniel Benevides da Costa, Vo Nguyen Quoc Bao, Sunghwan Kim, "Outage Performance of THz-aided NOMA Systems with Spherical Stochastic Model," the 22nd IEEE Statistical Signal Processing (SSP) workshop, Hanoi, Vietnam, July 2-5, 2023, pp. 135-139. [link]

8. Thien Huynh-The, Quoc-Viet Pham, Thai-Hoc Vu, Daniel Benevides da Costa, Van-Phuc Hoang, "Intelligent Spectrum Sensing with ConvNet for 5G and LTE Signals Identification," the 22nd IEEE Statistical Signal Processing (SSP) workshop, Hanoi, Vietnam, July 2-5, 2023, pp. 141-144. [link]

9. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Daniel Benevides da Costa, Van-Phuc Hoang, "An Efficient Deep Network for Modulation Classification in Impaired MIMO-OFDM Systems," the 22nd IEEE Statistical Signal Processing (SSP) workshop, Hanoi, Vietnam, July 2-5, 2023, pp. 130-134. [link]

10. Xuan-Qui Pham, Thien Huynh-The, Dong-Seong Kim, "A Vision of Distributed Cloud Computing," 2022 13th International Conference on Information and Communication Technology Convergence (ICTC), Jeju Island, Korea, Oct. 19-21, 2022, pp. 1963-1968. [link]

11. Aizada Askar, Min-Ho Lee, Thien Huynh-The, Nguyen Anh Tu, "2D Skeleton-based Action Recognition Using Action-Snippets and Sequential Deep Learning," 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Prague, Czech Republic, Oct. 9-12, 2022, pp. 2372-2377. [link]

12. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Daniel Benevides da Costa, Dong-Seong Kim, "RaComNet: High-Performance Deep Network for Waveform Recognition in Coexistence Radar-Communication Systems", IEEE ICC 2022 - IEEE International Conference on Communications (ICC), Seoul, Korea, May. 16-20, 2022. [presentation] [link]

13. Quoc-Viet Pham, Mai Le, Thien Huynh-The, Won-Joo Hwang, Zhu Han, "UAV-enabled Wireless Powered Communication for Energy-Efficient Federated Learning", IEEE ICC 2022 - IEEE International Conference on Communications (ICC), Seoul, Korea, May. 16-20, 2022. [presentation] [link]

14. Toan-Van Nguyen, Thien Huynh-The, Van-Dinh Nguyen, Daniel Benevides da Costa, Rose Qingyang Hu , Bong-Ku An, "An Efficient Deep CNN Design for EH Short-Packet Communications in Multihop Cognitive IoT Networks," IEEE ICC 2022 - IEEE International Conference on Communications (ICC), Seoul, Korea, May. 16-20, 2022. [presentation] [link]

15. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Daniel Benevides da Costa, Dong-Seong Kim, "Automatic Modulation Classification with Low-Cost Attention Network for Impaired OFDM Signals", 2022 IEEE Wireless Communications and Networking Conference (WCNC), Austin, USA, Apr. 10-13, 2022. [link] [presentation]

16. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Xuan-Qui Pham, Dong-Seong Kim, "Deep Learning-based Automatic Modulation Classification for Wireless OFDM Communications", The 12th International Conference on ICT Convergence, Jeju Island, Korea, Oct. 20-22, 2021.

17. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Dong-Seong Kim, "Deep Learning for Coexistence Radar-Communication Waveform Recognition", The 12th International Conference on ICT Convergence, Jeju Island, Korea, Oct. 20-22, 2021.

18. Xuan-Qui Pham, Thien Huynh-The, Dong-Seong Kim, "A QoE-based Optimization Approach to Computation Offloading in Vehicle-assisted Multi-access Edge Computing", The 12th International Conference on ICT Convergence, Jeju Island, Korea, Oct. 20-22, 2021.

19. Thien Huynh-The, Quoc-Viet Pham, Toan-Van Nguyen, Van-Sang Doan, Nhan Thanh Nguyen, Daniel Benevides da Costa, Dong-Seong Kim, "Densely-Accumulated Convolutional Network for Accurate LPI Radar Waveform Recognition", 2021 IEEE Global Communications Conference, Madrid, Spain, Dec. 7-11, 2021. [link]

20. Nhan Thanh Nguyen, Ly Van Nguyen, Thien Huynh-The, Duy H. N. Nguyen, Lee Swindlehurst, Markku Juntti, "Machine Learning-based Reconfigurable Intelligent Surface-aided MIMO Systems", 22nd IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2021), Lucca, Italy, Sep. 27-30, 2021. [link]

21. Toan-Van Nguyen, Thien Huynh-The, Bong-Ku An, "A Deep CNN-based Relay Selection in EH Full-Duplex IoT Networks with Short-Packet Communications," IEEE ICC 2021 - IEEE International Conference on Communications (ICC), Montreal, Canada, Jun. 14-23, 2021. [link]

22. Toan-Van Nguyen, Thien Huynh-The, Kyusung Shim, Bong-Ku An, "On the Performance of Multihop D2D Communications in Cognitive IoT Networks with Energy Harvesting: A Deep Leaning Approach," International Conference on Consumer Electronics Asia 2020 (ICCE-Asia 2020), Busan, Korea, Nov. 1-3, 2020. [link]

23. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Dong-Seong Kim, "Space-Time Skeletal Analysis with Jointly Dual-Stream ConvNet for Action Recognition," 2020 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Australia, Nov. 29-Dec. 2, 2020. [link]

24. Godwin Brown Tunze, Thien Huynh-The, Jae-Min Lee, Dong-Seong Kim, "Multi-shuffled Convolutional Blocks for Low-complex Modulation Recognition," The 11th International Conference on ICT Convergence (ICTC), Jeju, Korea, Oct. 21-23. [link]

25. Thien Huynh-The, Cam-Hao Hua, Van-Sang Doan, Quoc-Viet Pham, Toan-Van Nguyen, Dong-Seong Kim, "Deep Learning for Constellation-based Modulation Classification under Multipath Fading Channels," The 11th International Conference on ICT Convergence (ICTC), Jeju, Korea, Oct. 21-23. [link]

26. Hai Le, Van-Sang Doan, Phong Le, Huu-Hung Nguyen, Thien Huynh-The, Le-Ha Khanh, Van-Phuc Hoang, "Micro-Doppler-Radar-Based UAV Detection Using Inception-Residual Neural Network," 2020 International Conference on Advanced Technologies for Communications (ATC 2020), Nha Trang, Vietnam, Oct. 8-10. [link]

27. Thien Huynh-The, Van-Sang Doan, Cam-Hao Hua, Quoc-Viet Pham, Dong-Seong Kim, "Chain-Net: Learning Deep Model for Modulation Classification Under Synthetic Channel Impairment," GLOBECOM 2020 - 2020 IEEE Global Communications Conference, Taipei, Taiwan, Dec. 7-11, 2020, pp. 1-6. [link]

28. Van-Sang Doan, Thien Huynh-The, Cam-Hao Hua, Quoc-Viet Pham, Dong-Seong Kim, "Learning Constellation Map with Deep CNN for Accurate Modulation Recognition," GLOBECOM 2020 - 2020 IEEE Global Communications Conference, Taipei, Taiwan, Dec. 7-11, 2020, pp. 1-6. [link]

29. Thien Huynh-The, Cam-Hao Hua, Van-Sang Doan, Dong-Seong Kim, "Accurate Modulation Classification with Reusable-Feature Convolutional Neural Network," The International Conference on Communications and Electronics (ICCE), Phu Quoc Island, Vietnam, Jan. 13-15, 2021, pp. 12-17. [link]

30. Cam-Hao Hua, Thien Huynh-The, Sungyoung Lee, "DRAN: Densely Reversed Attention Based Convolutional Network for Diabetic Retinopathy Detection," The 42st International Engineering in Medicine and Biology Conference (EMBC), Montréal, Québec, Canada, July 20-24, 2020. [link]

31. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Dong-Seong Kim, "Learning Geometric Features With Dual-Stream CNN For 3D Action Recognition," ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelone, Spain, May 4-8, 2020, pp. 2353-2357. [link]

32. Thien Huynh-The, Cam-Hao Hua, Jae-Woo Kim, Seung-Hwan Kim, Dong-Seong Kim, "Exploiting a low-cost CNN with skip connection for robust automatic modulation classification," 2020 IEEE Wireless Communications and Networking Conference (WCNC), Seoul, South Korea, April 6-9, 2020, pp. 1-6. [link]

33. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Jae-Woo Kim, Seung-Hwan Kim, Dong-Seong Kim, "3D Action Recognition Exploiting Hierarchical Deep Feature Fusion Model," International Conference on Ubiquitous Information Management and Communication (IMCOM), Taichung, Taiwan, Jan. 3-5, 2020, pp. 1-3. [link]

34. Cam-Hao Hua, Thien Huynh-The, Hyunseok Seo, Sungyoung Lee , "Convolutional Network with Densely Backward Attention for Facial Expression Recognition," International Conference on Ubiquitous Information Management and Communication (IMCOM), Taichung, Taiwan, Jan. 3-5, 2020, pp. 1-6. [link]

35. Anh Tu Nguyen, Thien Huynh-The, Kok-Seng Wong, Dinh-Mao Bui, Young-Koo Lee, "Distributed Feature Extraction on Apache Spark for Human Action Recognition," International Conference on Ubiquitous Information Management and Communication (IMCOM), Taichung, Taiwan, Jan. 3-5, 2020, pp. 1-6. [link]

36. Anh Tu Nguyen, Thien Huynh-The, Young-Koo Lee, "Scalable video classification using bag of visual words on Spark," 2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, Dec. 2-4, 2019, pp. 1-8. [link]

37. Thien Huynh-The, Cam-Hao Hua, Nguyen Anh Tu, Dong-Seong Kim, "Robust Image Watermarking Framework Powered by Convolutional Encoder-Decoder Network," 2019 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Perth, Australia, Dec. 2-4, 2019, pp. 1-7. [link]

38. Ali Aouto, Thien Huynh-The, Jae-Min Lee, Dong-Seong Ki, "Pose-Based Identification Using Deep Learning for Military Surveillance Systems," 2019 International Conference on Information and Communication Technology Convergence (ICTC), Jeju Island, Korea (South), 2019, pp. 626-629.  [link]

39. Thien Huynh-The, Dong-Seong Kim, "Data Augmentation For CNN-Based 3D Action Recognition on Small-Scale Datasets," IEEE International Conference on Industrial Informatics (INDIN), Helsinki, Finland, July 22-25, 2019, pp. 239-244. [link]

40. Cam-Hao Hua, Thien Huynh-The, Sungyoung Lee, "Retinal Vessel Segmentation using Round-wise Features Aggregation on Bracket-shaped Convolutional Neural Networks," The 41st International Engineering in Medicine and Biology Conference (EMBC), Berlin, Germany, July 23-27, 2019, pp. 36-39. [link]

41. Thien Huynh-The, Cam-Hao Hua, Dong-Seong Kim, "Visualizing Inertial Data For Wearable Sensor Based Daily Life Activity Recognition Using Convolutional Neural Network," The 41st International Engineering in Medicine and Biology Conference (EMBC), Berlin, Germany, July 23-27, 2019, pp. 2478-2481. [link]

42. Thien Huynh-The, Cam-Hao Hua, Dong-Seong Kim, "Learning Action Images Using Deep Convolutional Neural Networks For 3D Action Recognition," IEEE Sensors Applications Symposium (SAS), Sophia Antipolis, France, 2019, pp. 1-6. [link]

43. Cam-Hao Hua, Thien Huynh-The, Sungyoung Lee, "Convolutional Networks with Bracket-style Decoder for Semantic Scene Segmentation," 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Miyazaki, Japan, 2018, pp. 2980-2985.  [link]

44. Thien Huynh-The, Sungyoung Lee, Cam-Hao Hua, "ADM-HIPaR: An Efficient Background Subtraction Approach," 2017 14th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Lecce, Italy, Aug 29- Sep 1, 2017, pp. 1-6. [link]

45. Thien Huynh-The, Sungyoung Lee, "Color Image Watermarking Using Selective MSB-LSB Embedding And 2D Otsu Thresholding," 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Banff, Canada, 2017, pp. 1333-1338. [link]

46. Thien Huynh-The, Cam-Hao Hua, Sungyoung Lee, "Improving NIC Algorithm Using Different Binary Structure Elements For Multi-modal Foreground Detection," 11th International Conference on Ubiquitous Information Management and Communication (IMCOM), Beppu, Japan, 2017. [link]

47. Thien Huynh-The, Ba-Vui Le and Sungyoung Lee, "Describing Body-Pose Feature - Poselet - Activity Relationship Using Pachinko Allocation Model," 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Budapest, Hungary, 2016, pp. 40-45. [link]

48. Dinh-Mao Bui, Thien Huynh-The, Sungyoung Lee, "Fuzzy Fault Detection in IaaS Cloud Computing," 10th International Conference on Ubiquitous Information Management and Communication (IMCOM), Danang, Vietnam, 2016, pp. 1-6. [link]

49. Thuong Le-Tien, Thien Huynh-The, Sungyoung Lee, Yongik Yoon, "An Interactive Activity Recognition Approach Using Articulated-Body Estimation and Pose-Based Features," 10th International Conference on Ubiquitous Information Management and Communication (IMCOM), Danang, Vietnam, 2016, pp. 1-8. [link]

50. Thien Huynh-The, Dinh-Mao Bui, Sungyoung Lee, Yongik Yoon, "Improved PAM-based traffic behavior recognition using trajectory-wise features," 2016 International Conference on Big Data and Smart Computing (BigComp), Hong Kong, 2016, pp. 257-260. [link]

51. Dinh Mao Bui, Thien Huynh-The, Sungyoung Lee, Yongik Yoon, Sungik Jun, "Energy savings in processor based on prediction technique," 2016 International Conference on Information Networking (ICOIN), Kota Kinabalu, Malaysia, 2016, pp. 147-150. [link]

52. Dinh Mao Bui, Thien Huynh-The, Sungyoung Lee, Bin Li, Jin Wang, "Replication Management Framework for HDFS Based on Prediction Technique," Third International Conference on Advanced Cloud and Big Data, Yangzhou, China, 2015, pp. 58-63. [link]

53. Dinh-Mao Bui, Thien Huynh-The, Yongik Yoon, Sungik Jun, Sungyoung Lee, "EAP: Energy-Awareness Predictor in Multicore CPU," 10th KIPS International Conference on Ubiquitous Information Technologies and Applications, Cebu, Philippines, 2015, pp. 361-366. [link]

54. Thien Huynh-The, Dinh-Mao Bui, Yongik Yoon, Sungyoung Lee, "Interactive Activity Recognition Using Articulated-Pose Features on Spatio-Temporal Relation," 10th KIPS International Conference on Ubiquitous Information Technologies and Applications, Cebu, Philippines, 2015, pp. 345-351. [link]

55. Oresti Banos, Jaehun Bang, Taeho Hur, Muhammad Hameed Siddiqi, Huynh-The Thien, Le-Ba Vui, Wajahat Ali Khan, Taqdir Ali, Claudia Villalonga, Sungyoung Lee, "Mining human behavior for health promotion," 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, 2015, pp. 5062-5065. [link]

56. Dinh Mao Bui, Thien Huynh-The, Sungyoung Lee, Yongik Yoon, "Complexity reduction for Gaussian process regression in spatio-temporal prediction," 2015 International Conference on Advanced Technologies for Communications (ATC 2015), Ho Chi Minh, 2015, pp. 326-331. [link]

57. Thien Huynh-The, Oresti Banos, Ba-Vui Le, Dinh-Mao Bui, Sungyoung Lee, Yongik Yoon, Thuong Le-Tien, "PAM-based flexible generative topic model for 3D interactive activity recognition," 2015 International Conference on Advanced Technologies for Communications (ATC 2015), Ho Chi Minh, 2015, pp. 117-122. [link]

58. Thien Huynh-The, Oresti Banos, Ba-Vui Le, Dinh-Mao Bui, Sungyoung Lee, Yongik Yoon, Thuong Le-Tien, "Background subtraction with neighbor-based intensity correction algorithm," 2015 International Conference on Advanced Technologies for Communications (ATC 2015), Ho Chi Minh, 2015, pp. 26-31. [link]

59. Oresti Banos, Thien Huynh-The et al. , "An Innovative Platform for Person-Centric Health and Wellness Support," International Work-Conference on Bioinformatics and Biomedical Engineering, Granada, Spain, 2015. [link]

60. Thien Huynh-The, Oresti Banos, Sungyoung Lee, Yongik Yoon, Thuong Le-Tien, "A novel watermarking scheme for image authentication in social networks," 9th International Conference on Ubiquitous Information Management and Communication (IMCOM), Bali, Indonesia, 2015, pp. 1-8. [link]

61. Thien Huynh-The, Ba-Vui Le, Muhammad Fahim, Sungyoung Lee, Yongik Yoon, Byeong Ho Kang, "PAM-based Behavior Modelling," 6th International Work-Conference Ambient Assisted Living and Daily Activities (IWAAL 2014), Belfast, UK, 2014, pp:34-37. [link]

62. Thien Huynh-The, Sungyoung Lee, Pham-Chi Hieu, Thuong Le-Tien, "A DWT-based image watermarking approach using quantization on filtered blocks," 2014 International Conference on Advanced Technologies for Communications (ATC 2014), Hanoi, 2014, pp. 280-285. [link]

63. Thien Huynh-The, Hai Nguyen Thanh, Hung Tran Cong, "Traffic Sign Recognition using Multi-class morphological detection," 2014 International Conference on Advanced Technologies for Communications (ATC 2014), Hanoi, 2014, pp. 274-279. [link]

64. Thien Huynh-The, Thuong Le-Tien, "Brightness preserving weighted dynamic range histogram equalization for image contrast enhancement," 2013 International Conference on Advanced Technologies for Communications (ATC 2013), Ho Chi Minh, 2013, pp. 386-391. [link]

Korean Patents 

1. Thien Huynh-The, Sungyoung Lee, "Neighbor-based Intensity Correction Device, Thereof Background Acquisition Device and Method Thereof," (이웃 기반의 강도 보정 장치, 백그라운드 획득 장치 및 그 방법), Applicant: University-Industry Cooperation Group of Kyung Hee University, Registration No. 1016310230000 (2016.06.09).

2. Thien Huynh-The, Sungyoung Lee , YongIk Yoon, "Method of Modeling a Video-based Interactive Activity Using The Skeleton Posture Dataset," (스켈레톤 자세 데이터세트를 이용한 비디오 기반 상호 활동 모델링 방법), Applicant: University-Industry Cooperation Group of Kyung Hee University and 숙명여자대학교 산학협력단, Registration No. 1017620100000 (2017.07.28).

3. Thien Huynh-The, Sungyoung Lee, "Method and System for Background Estimation of Scene Comprising At Least One Frame," (하나 이상의 프레임을 포함하는 장면의 배경 추정 방법 및 시스템), Applicant: University-Industry Cooperation Group of Kyung Hee University, Registration No. 1020319410000 (2019.10.07).

In under review

1. Bartlomiej Siniarski, Chamitha de Alwis, Gokul Yenduri, Thien Huynh-The, Gurkan Gur, and Madhusanka Liyanage, "Need 6G for the Metaverse Realization," 2022 (in writing)

2. Thippa Reddy Gadekallu, "Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions," 2022 (Eng. Appl. Artif. Intell.)

3. Nguyen Thanh Thi et al., "Control and Coordinate Autonomous Machines using Computational Intelligence and Deep Reinforcement," 2022 (IEEE Comput. Intell. Mag.)

4. Xuan-Qui Pham et al., "Joint Partial Offloading and Resource Allocation for Parked Vehicle-assisted Multi-access Edge Computing ," 2022 (IEEE Trans. Emerg. Top. Comput.)

5. Nguyen Thanh Thi et al., "Artificial Intelligence in the Battle against Coronavirus (COVID-19): A Survey and Future Research Directions," 2022 (Artificial Intelligence in Medicine)