Defu Liu

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 9

Top Topics

Magnetic Resonance Spectroscopy

Active Learning

Top Venues

IEEE Signal Process. Lett.

IEEE Trans. Neural Networks Learn. Syst.

Multim. Tools Appl.

Publications

Defu Liu, Ivor W. Tsang, Guowu Yang
A Convergence Path to Deep Learning on Noisy Labels. IEEE Trans. Neural Networks Learn. Syst. 35 (4) (2024)
Defu Liu, Wen Li, Lixin Duan, Ivor W. Tsang, Guowu Yang
Noisy Label Learning With Provable Consistency for a Wider Family of Losses. IEEE Trans. Pattern Anal. Mach. Intell. 45 (11) (2023)
Defu Liu, Jiayi Zhao, Jinzhao Wu, Guowu Yang, Fengmao Lv
Multi-category classification with label noise by robust binary loss. Neurocomputing 482 (2022)
Defu Liu, Jin Ning, Jinzhao Wu, Guowu Yang
Extending Ordinary-Label Learning Losses to Complementary-Label Learning. IEEE Signal Process. Lett. 28 (2021)
Jin Ning, Leiting Chen, Chuan Zhou, Defu Liu
Multi-object Spatial-Temporal Anomaly Detection Using an LSTM-Based Framework. Neural Process. Lett. 53 (3) (2021)
Defu Liu, Guowu Yang, Jinzhao Wu, Jiayi Zhao, Fengmao Lv
Robust Binary Loss for Multi-Category Classification with Label Noise. ICASSP (2021)
Yan Zhang, Defu Liu, Guowu Yang, Lin Hu
Quantization-based hashing with optimal bits for efficient recommendation. Multim. Tools Appl. 79 (45-46) (2020)
Defu Liu, Guowu Yang, Yuchen Li, Jinzhao Wu, Fengmao Lv
H-MRS Alzheimer diagnosis. Int. J. Data Min. Bioinform. 23 (1) (2020)
Defu Liu, Guowu Yang, Yong Huang, Jinzhao Wu
Inductive Method for Evaluating RFID Security Protocols. Wirel. Commun. Mob. Comput. 2019 (2019)