
副研究員
生物特征識別(身份識別) , 計算機視覺 , 人工智能 , 深度學習 , 信號處理 , 智慧農業
黃俊端,博士,華南師范大學特聘副研究員、碩士研究生導師。主要研究領域包括生物特征識別(身份識別)、計算機視覺、深度學習、人工智能、智慧農業等。曾參與十三五國家重點研發計劃、國家自然科學基金面上項目。曾受國家公派至瑞士Idiap研究所、瑞士生物特征研究與測試中心訪學一年。合著發表SCI/EI學術論文二十余篇, 包括IEEE TPAMI、 IEEE TIFS、IEEE TCSVT、IEEE TIM、IEEE TBIOM、IJCV、PR、COMPAG、BE、MIR等國內外權威或重要期刊,以及IEEE IJCB、IEEE ICME、CCBR等專業性會議。擔任中國人工智能學會會刊《智能系統學報》青年編委,擔任IEEE Transactions系列、PR、NN、ESWA、COMPAG、BE等國內外權威或重要期刊和會議的審稿人。
谷歌學術:?Junduan Huang (黃俊端)? - ?Google 學術搜索?
所在團隊:華南師范大學BCI團隊、華南理工大學BIPLab、瑞士Idiap研究所BSP Group、華南農業大學智能檢測與控制系統研究所。
聯系郵箱:runrunjun@163.com,jhuang@scnu.edu.cn
(1)靜脈認證:一種高安全的身份識別方法,主要用到計算機視覺、深度學習、圖像處理等技術;
(2)腦紋認證:一種用于腦機接口設備的身份識別方法,主要用到信號處理、深度學習等技術;
(3)智慧農業:人工智能/計算機視覺/計算機聽覺等技術在農業工程領域的應用。
歡迎踏實靠譜、對計算機視覺/信號處理/深度學習感興趣同學加入我的科研小組,參與科研訓練,共同進步。
博士學位:2020.9-2024.6, 華南理工大學 電子信息
碩士學位:推免,2017.9-2020.6 華南農業大學 農業電氣化與自動化
學士學位:2013.9-2017.6 華南農業大學 自動化
海外經歷:2022.12-2023.12 瑞士Idiap研究所、瑞士生物特征研究與測試中心(實習研究員,國家公派聯合培養)
獲過:國家獎學金、華南理工大學校長獎學金、李立浧院士南方電網獎學金等
2025
[1] Luo, D., Huang, J., Yang, W., Shakeel, MS., Kang, W. (2025). RSNet: Region-Specific Network for Contactless Palm Vein Authentication, IEEE Transactions on Information Forensics and Security, (SCI收錄,CCF A,中科院一區,JCR Q1)
[2] Qiao, Y., Kang, W., Luo, D., Huang, J. Normalized-Full-Palmar-Hand: Towards More Accurate Hand-Based Multimodal Biometrics, IEEE Transactions on Pattern Analysis and Machine Intelligence,Accepted. (SCI收錄,CCF A,中科院一區,JCR Q1)
[3] Zheng, H., Ma, C., Liu, C., Huang, J., et al. (2025). Weight prediction method for individual live chickens based on single-view point cloud information, Computers and Electronics in Agriculture(SCI收錄,中科院一區,JCR Q1)
2024
[1] Huang, J., Li, Z., S. Bhattacharjee, S., Marcel, S. and Kang, W.. (2024). Mirror-based Full-View Finger Vein Authentication with Illumination Adaptation, IEEE Transactions on Circuits and Systems for Video Technology, Accepted. (SCI收錄,中科院一區,JCR Q1, CCF B)
[2] Yang W., Huang, J., Luo, D., & Kang, W. (2024). Efficient disentangled representation learning for multi-modal finger biometrics. Pattern Recognit., 145, 109944.(SCI收錄,中科院一區,JCR Q1)
[3] Xu, H., Huang, J., Ma, Y., Li, Z., Kang, W.. (2024). Improving 3D Finger Traits Recognition via Generalizable Neural Rendering. International Journal of Computer Vision, 1-35. (SCI收錄,中科院一區,JCR Q1)
[4] Gu, Z., He, D., Huang, J., Chen, J., Wu, X., Huang, B., Dong, T., Yang, Q., Li, H.. (2024). Simultaneous detection of fruits and fruiting stems in mango using improved YOLOv8 model deployed by edge device. Computers and Electronics in Agriculture. (SCI收錄,中科院一區,JCR Q1)
[5] Li, H., Gu, Z., He, D., Wang, X., Huang, J., Mo, Y., ... & Wu, F. (2024). A lightweight improved YOLOv5s model and its deployment for detecting pitaya fruits in daytime and nighttime light-supplement environments. Computers and Electronics in Agriculture, 220, 108914.(SCI收錄,中科院一區,JCR Q1)
[6] Li, H., Huang, J., Gu, Z., He, D.,Huang, J., Wang, C.. (2024). Positioning of mango picking point using an improved YOLOv8 architecture with object detection and instance segmentation. Biosystems Engineering 247, 202-220. (SCI收錄,中科院一區,JCR Q1)
[7] Dong, X., Zhang, H., Lai, YL., Jin, Z., Huang, J., Kang, W., Teoh, ABJ.. (2024). WiFaKey: Generating Cryptographic Keys from Face in the Wild. IEEE Transactions on Instrumentation and Measurement, 71, 1-13.(SCI收錄,中科院二區,JCR Q1)
2023
[1] Huang, J., Zheng, A., Shakeel, M.S., Yang, W., & Kang, W. (2023). FVFSNet: Frequency-Spatial Coupling Network for Finger Vein Authentication. IEEE Transactions on Information Forensics and Security, 18, 1322-1334.(SCI收錄,CCF A,中科院一區,JCR Q1)
[2] Lian, F., Huang, J., Liu, J., Chen, G., Zhao, J., & Kang, W. (2023). FedFV: A Personalized Federated Learning Framework for Finger Vein Authentication. Machine Intelligence Research, 1-14.(EI收錄,新辦期刊)
2022
[1] Huang, J., Luo, W., Yang, W., Zheng, A., Lian, F., & Kang, W. (2022). FVT: Finger Vein Transformer for Authentication. IEEE Transactions on Instrumentation and Measurement, 71, 1-13.(SCI收錄,中科院二區,JCR Q1)
[2] Yang, W., Chen, Z., Huang, J., & Kang, W. (2022). A Novel System and Experimental Study for 3D Finger Multibiometrics. IEEE Transactions on Biometrics, Behavior, and Identity Science, 4, 471-485.(EI收錄,新辦期刊)
[3] Yang, W., Huang, J., Chen, Z., Zhao, J., & Kang, W. (2022). Multi-view Finger Vein Recognition Using Attention-Based MVCNN. Chinese Conference on Biometric Recognition. (EI收錄,國際會議)
[4] Cuan, K., Zhang, T., Li, Z., Huang, J., Ding, Y., & Fang, C. (2022). Automatic Newcastle disease detection using sound technology and deep learning method. Comput. Electron. Agric., 194, 106740.(SCI收錄,中科院一區,JCR Q1)
2021
[1] Huang, J., Tu, M., Yang, W., & Kang, W. (2021). Joint Attention Network for Finger Vein Authentication. IEEE Transactions on Instrumentation and Measurement, 70, 1-11.(SCI收錄,中科院二區,JCR Q1)
[2] Huang, J., Zhang, T., Cuan, K., & Fang, C. (2020). An intelligent method for detecting poultry eating behaviour based on vocalization signals. Comput. Electron. Agric., 180, 105884.(SCI收錄,中科院一區,JCR Q1)
[3] Yang, W., Chen, Z., Huang, J., Wang, L., & Kang, W. (2021). LFMB-3DFB: A Large-scale Finger Multi-Biometric Database and Benchmark for 3D Finger Biometrics. 2021 IEEE International Joint Conference on Biometrics (IJCB), 1-8.(EI收錄,國際會議)
[4] Fang, C., Zhang, T., Zheng, H., Huang, J., & Cuan, K. (2020). Pose estimation and behavior classification of broiler chickens based on deep neural networks. Comput. Electron. Agric., 180, 105863.(SCI收錄,中科院一區,JCR Q1)
2020
[1] Fang, C., Zhang, T., Zheng, H., Huang, J., & Cuan, K. (2020). Pose estimation and behavior classification of broiler chickens based on deep neural networks. Comput. Electron. Agric., 180, 105863.(SCI收錄,中科院一區,JCR Q1)
[2] Cuan, K., Zhang, T., Huang, J., Fang, C., & Guan, Y. (2020). Detection of avian influenza-infected chickens based on a chicken sound convolutional neural network. Comput. Electron. Agric., 178, 105688.(SCI收錄,中科院一區,JCR Q1)
[3] Fang, C., Huang, J., Cuan, K., Zhuang, X., & Zhang, T. (2020). Comparative study on poultry target tracking algorithms based on a deep regression network. Biosystems Engineering, 190, 176-183.(SCI收錄,中科院一區,JCR Q1)
2019
[1] Huang, J., Wang, W., & Zhang, T. (2019). Method for detecting avian influenza disease of chickens based on sound analysis. Biosystems Engineering.(SCI收錄,中科院一區,JCR Q1)
[1] 康文雄; 涂墨; 黃俊端. 一種基于聚合描述子與注意力的指靜脈特征提取網絡.申請號:CN202110512291.2(已授權)
[2] 康文雄; 黃俊端. 一種基于Transformer的靜脈認證方法. 申請號:CN202210416195.2 (已授權)
[3] 董延杰; 康文雄; 連楓釗; 黃俊端; 曾香玉. 一種基于聯邦學習的指靜脈與掌靜脈識別方法. 申請號:CN202210754377.0. (已授權)
[4] 康文雄; 陳光; 連楓釗; 黃俊端; 楊偉利. 一種基于聯邦學習的多模態生物特征識別方法. 申請號:CN202310944402.6 (已授權)
[5] 鄭安; 康文雄; 鄧飛其; 黃俊端; 陳潤樟. 一種基于網絡剪枝的靜脈認證方法、介質及設備. 申請號:CN202410431292.8 (實質審查)
[6] 董延杰; 康文雄; 羅威健; 黃俊端; 曾香玉. 結合CNN與Transformer的指掌靜脈認證方法. 申請號:CN202410681699.6(實質審查)