Hua Qi

(04/2023) Our work ArchRepair on the Repair of Deep Neural Network and the recent research activities of JST eAI project has been reported by 日本経済新聞 (Nikkei News) , also see here.

(12/2020) Media coverage: Our work DeepRhythm that uses heartbeat detection to identify deepfake videos is reported in English (Link1, Link2), Japanese, and Chinese!

(IJCV) Learning Uncertainty-Aware Filtering via RainMix Augmentation for High-Efficiency Deraining, Qing Guo, Hua Qi, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Di Lin, Wei Feng, Song Wang. International Journal of Computer Vision.

(TOSEM) ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks, Hua Qi, Zhijie Wang, Qing Guo, Jianlang Chen, Felix Juefei-Xu, Fuyuan Zhang, Lei Ma, and Jianjun Zhao. ACM Trans. Softw. Eng. Methodol. 32, 5, Article 129 (September 2023), 31 pages.

(TR)     DeepRepair: Style-Guided Repairing for Deep Neural Networks in the Real-World Operational Environment, Bing Yu, Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jianjun Zhao. in IEEE Transactions on Reliability, vol. 71, no. 4, pp. 1401-1416, Dec. 2022

(ICSME 2020) Few-Shot Guided Mix for DNN Repairing, Xuhong Ren, Bing Yu, Hua Qi, Felix Juefei-Xu, Zhuo Li, Wanli Xue, Lei Ma, Jianjun Zhao. 2020 IEEE International Conference on Software Maintenance and Evolution (ICSME), Adelaide, SA, Australia, 2020, pp. 717-721

(ACM MM 2020) DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms, Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Wei Feng, Yang Liu, and Jianjun Zhao. In Proceedings of the 28th ACM International Conference on Multimedia (MM '20). Association for Computing Machinery, New York, NY, USA, 4318–4327.

(ICPC 2019) DeepVisual: A Visual Programming Tool for Deep Learning Systems, Chao Xie, Hua Qi, Lei Ma, Jianjun Zhao. 2019 IEEE/ACM 27th International Conference on Program Comprehension (ICPC), Montreal, QC, Canada, 2019, pp. 130-134.

Ph.D. Student and M.Eng at Kyushu University, supervised by Prof. Jianjun Zhao

B.Eng. in Dalian University of Technology

National Institute of Informatics, Japan (2023.02 - 2023.03), Research Student, supervised by Prof. Fuyuki Ishikawa.

Udzuki, Inc., Japan (2023.04 - 2023.05), Research Student

The University of Tokyo, Japan (2023.08 - 2024.03), Special Research Student & Technology Support Specialist, supervised by Prof. Lei Ma

The University of Tokyo, Japan (2024.04.01 - ), Project Academic Specialist

TIER IV, INC., Japan (2024.06.01 - ), Part-time

Pioneering Personnel Development Fellowship (Information/AI field), 2021 - 2024 (Link)