Dr Yanming Zhu

Casual Academic

Engineering

Computer Science and Engineering

Dr Yanming Zhu is a Research Associate in the School of Computer Science and Engineering. She received a B.E. degree from Shandong Agricultural University, China; a M.E. degree from Tianjin University, China; and a PhD degree in Computer Science from the University of New South Wales, Australia in 2019.

Her research focuses on developing computer vision and machine and deep learning methodologies for biomedical image analysis, fingerprint biometrics, and other applications such as false data injection attack detection. Some specific research problems include live cell segmentation and tracking; (3D, latent) fingerprint representation, enhancement, and recognition; neural architecture search; super-resolution; and stereo vision-based 3D reconstruction.

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E-mail

yanming.zhu@unsw.edu.au

Location

Room 401, K17, CSE

Book Chapters | 2025

Zhu Y; Zhou W; Yin X; Hu J, 2025, '3D Fingerprint', in Encyclopedia of Cryptography, Security and Privacy, Springer Nature Switzerland, pp. 916 - 919, http://dx.doi.org/10.1007/978-3-030-71522-9_1513

Book Chapters | 2021

Zhu Y; Zhou W; Yin X; Hu J, 2021, '3D Fingerprint', in Encyclopedia of Cryptography, Security and Privacy, Springer Berlin Heidelberg, pp. 1 - 4, http://dx.doi.org/10.1007/978-3-642-27739-9_1513-1
Journal articles | 2023

Maška M; Ulman V; Delgado-Rodriguez P; Gómez-de-Mariscal E; Nečasová T; Guerrero Peña FA; Ren TI; Meyerowitz EM; Scherr T; Löffler K; Mikut R; Guo T; Wang Y; Allebach JP; Bao R; Al-Shakarji NM; Rahmon G; Toubal IE; Palaniappan K; Lux F; Matula P; Sugawara K; Magnusson KEG; Aho L; Cohen AR; Arbelle A; Ben-Haim T; Raviv TR; Isensee F; Jäger PF; Maier-Hein KH; Zhu Y; Ederra C; Urbiola A; Meijering E; Cunha A; Muñoz-Barrutia A; Kozubek M; Ortiz-de-Solórzano C, 2023, 'The Cell Tracking Challenge: 10 years of objective benchmarking', Nature Methods, 20, pp. 1010 - 1020, http://dx.doi.org/10.1038/s41592-023-01879-y

Journal articles | 2023

Tchetchenian A; Zhu Y; Zhang F; O’Donnell LJ; Song Y; Meijering E, 2023, 'A comparison of manual and automated neural architecture search for white matter tract segmentation', Scientific Reports, 13, http://dx.doi.org/10.1038/s41598-023-28210-1

Journal articles | 2023

Yin X; Wang S; Zhu Y; Hu J, 2023, 'A Novel Length-Flexible Lightweight Cancelable Fingerprint Template for Privacy-Preserving Authentication Systems in Resource-Constrained IoT Applications', IEEE Internet of Things Journal, 10, pp. 877 - 892, http://dx.doi.org/10.1109/JIOT.2022.3204246

Journal articles | 2023

Zhu Y; Wang M; Yin X; Zhang J; Meijering E; Hu J, 2023, 'Deep Learning in Diverse Intelligent Sensor Based Systems', Sensors, 23, pp. 62, http://dx.doi.org/10.3390/s23010062

Journal articles | 2023

Zhu Y; Yin X; Hu J, 2023, 'FingerGAN: A Constrained Fingerprint Generation Scheme for Latent Fingerprint Enhancement', IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, pp. 8358 - 8371, http://dx.doi.org/10.1109/TPAMI.2023.3236876

Journal articles | 2023

Zhu Y; Yin X; Meijering E, 2023, 'A Compound Loss Function With Shape Aware Weight Map for Microscopy Cell Segmentation', IEEE Transactions on Medical Imaging, 42, pp. 1278 - 1288, http://dx.doi.org/10.1109/TMI.2022.3226226

Journal articles | 2022

Wang M; Yin X; Zhu Y; Hu J, 2022, 'Representation Learning and Pattern Recognition in Cognitive Biometrics: A Survey', Sensors, 22, pp. 5111, http://dx.doi.org/10.3390/s22145111

Journal articles | 2022

Yin X; Zhu Y; Hu J, 2022, 'A Comprehensive Survey of Privacy-preserving Federated Learning: A Taxonomy, Review, and Future Directions', ACM Computing Surveys, 54, http://dx.doi.org/10.1145/3460427

Journal articles | 2022

Yin X; Zhu Y; Hu J, 2022, 'A Subgrid-Oriented Privacy-Preserving Microservice Framework Based on Deep Neural Network for False Data Injection Attack Detection in Smart Grids', IEEE Transactions on Industrial Informatics, 18, pp. 1957 - 1967, http://dx.doi.org/10.1109/TII.2021.3102332

Journal articles | 2022

Yin X; Zhu Y; Xie Y; Hu J, 2022, 'PowerFDNet: Deep Learning-Based Stealthy False Data Injection Attack Detection for AC-Model Transmission Systems', IEEE Open Journal of the Computer Society, 3, pp. 149 - 161, http://dx.doi.org/10.1109/OJCS.2022.3199755

Journal articles | 2021

Yin X; Zhu Y; Hu J, 2021, '3D Fingerprint Recognition based on Ridge-Valley-Guided 3D Reconstruction and 3D Topology Polymer Feature Extraction', IEEE Transactions on Pattern Analysis and Machine Intelligence, 43, pp. 1085 - 1091, http://dx.doi.org/10.1109/tpami.2019.2949299

Journal articles | 2021

Yin X; Zhu Y; Hu J, 2021, 'A Survey on 2D and 3D Contactless Fingerprint Biometrics: A Taxonomy, Review, and Future Directions', IEEE Open Journal of the Computer Society, 2, pp. 370 - 381, http://dx.doi.org/10.1109/OJCS.2021.3119572

Journal articles | 2021

Zhu Y; Meijering E, 2021, 'Automatic improvement of deep learning-based cell segmentation in time-lapse microscopy by neural architecture search', Bioinformatics, 37, pp. 4844 - 4850, http://dx.doi.org/10.1093/bioinformatics/btab556

Journal articles | 2020

Yin X; Zhu Y; Hu J, 2020, 'Contactless Fingerprint Recognition Based on Global Minutia Topology and Loose Genetic Algorithm', IEEE Transactions on Information Forensics and Security, 15, pp. 28 - 41, http://dx.doi.org/10.1109/TIFS.2019.2918083

Journal articles | 2016

Li K; Zhu Y; Yang J; Jiang J, 2016, 'Video super-resolution using an adaptive superpixel-guided auto-regressive model', Pattern Recognition, 51, pp. 59 - 71, http://dx.doi.org/10.1016/j.patcog.2015.08.008

Journal articles | 2014

Zhu Y; Li K; Jiang J, 2014, 'Video super-resolution based on automatic key-frame selection and feature-guided variational optical flow', Signal Processing: Image Communication, 29, pp. 875 - 886, http://dx.doi.org/10.1016/j.image.2014.06.005

Journal articles | 2013

Bai X; Liu J; Tang L; Cai H; Chen M; Ji W; Liu Y; Zhu Y, 2013, 'Overexpression of GsCBRLK from Glycine soja enhances tolerance to salt stress in transgenic alfalfa (Medicago sativa)', FUNCTIONAL PLANT BIOLOGY, 40, pp. 1048 - 1056, http://dx.doi.org/10.1071/FP12377

Journal articles | 2013

Luo X; Bai X; Sun X; Zhu D; Liu B; Ji W; Cai H; Cao L; Wu J; Hu M; Liu X; Tang L; Zhu Y, 2013, 'Expression of wild soybean WRKY20 in Arabidopsis enhances drought tolerance and regulates ABA signalling', JOURNAL OF EXPERIMENTAL BOTANY, 64, pp. 2155 - 2169, http://dx.doi.org/10.1093/jxb/ert073

Journal articles | 2013

Luo X; Sun X; Liu B; Zhu D; Bai X; Cai H; Ji W; Cao L; Wu J; Wang M; Ding X; Zhu Y, 2013, 'Ectopic Expression of a WRKY Homolog from Glycine soja Alters Flowering Time in Arabidopsis', PLOS ONE, 8, http://dx.doi.org/10.1371/journal.pone.0073295

Journal articles | 2013

Sun X; Ji W; Ding X; Bai X; Cai H; Yang S; Qian X; Sun M; Zhu Y, 2013, 'GsVAMP72, a novel Glycine soja R-SNARE protein, is involved in regulating plant salt tolerance and ABA sensitivity', PLANT CELL TISSUE AND ORGAN CULTURE, 113, pp. 199 - 215, http://dx.doi.org/10.1007/s11240-012-0260-4

Journal articles | 2013

Sun X; Sun M; Luo X; Ding X; Ji W; Cai H; Bai X; Liu X; Zhu Y, 2013, 'A Glycine soja ABA-responsive receptor-like cytoplasmic kinase, GsRLCK, positively controls plant tolerance to salt and drought stresses', PLANTA, 237, pp. 1527 - 1545, http://dx.doi.org/10.1007/s00425-013-1864-6

Journal articles | 2013

Tang L; Cai H; Ji W; Luo X; Wang Z; Wu J; Wang X; Cui L; Wang Y; Zhu Y; Bai X, 2013, 'Overexpression of GsZFP1 enhances salt and drought tolerance in transgenic alfalfa (Medicago sativa L.)', PLANT PHYSIOLOGY AND BIOCHEMISTRY, 71, pp. 22 - 30, http://dx.doi.org/10.1016/j.plaphy.2013.06.024

Journal articles | 2013

Zhu D; Bai X; Luo X; Chen Q; Cai H; Ji W; Zhu Y, 2013, 'Identification of wild soybean (Glycine soja) TIFY family genes and their expression profiling analysis under bicarbonate stress', PLANT CELL REPORTS, 32, pp. 263 - 272, http://dx.doi.org/10.1007/s00299-012-1360-7

Journal articles | 2012

Liu X; Zhu Y; Zhai H; Cai H; Ji W; Luo X; Li J; Bai X, 2012, 'AtPP2CG1, a protein phosphatase 2C, positively regulates salt tolerance of Arabidopsis in abscisic acid-dependent manner', BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 422, pp. 710 - 715, http://dx.doi.org/10.1016/j.bbrc.2012.05.064

Journal articles | 2012

Luo X; Bai X; Zhu D; Li Y; Ji W; Cai H; Wu J; Liu B; Zhu Y, 2012, 'GsZFP1, a new Cys2/His2-type zinc-finger protein, is a positive regulator of plant tolerance to cold and drought stress', Planta, 235, pp. 1141 - 1155, http://dx.doi.org/10.1007/s00425-011-1563-0

Journal articles | 2012

Luo X; Cui N; Zhu Y; Cao L; Zhai H; Cai H; Ji W; Wang X; Zhu D; Li Y; Bai X, 2012, 'Over-expression of GsZFP1, an ABA-responsive C2H2-type zinc finger protein lacking a QALGGH motif, reduces ABA sensitivity and decreases stomata size', Journal of Plant Physiology, 169, pp. 1192 - 1202, http://dx.doi.org/10.1016/j.jplph.2012.03.019

Journal articles | 2012

Sun X; Li Y; Cai H; Bai X; Ji W; Ding X; Zhu Y, 2012, 'The Arabidopsis AtbZIP1 transcription factor is a positive regulator of plant tolerance to salt, osmotic and drought stresses', Journal of Plant Research, 125, pp. 429 - 438, http://dx.doi.org/10.1007/s10265-011-0448-4

Journal articles | 2012

Yang L; Ji W; Gao P; Li Y; Cai H; Bai X; Chen Q; Zhu Y, 2012, 'GsAPK, an ABA-Activated and Calcium-Independent SnRK2-Type Kinase from G. soja, Mediates the Regulation of Plant Tolerance to Salinity and ABA Stress', PLOS ONE, 7, http://dx.doi.org/10.1371/journal.pone.0033838

Journal articles | 2012

Zhu D; Cai H; Luo X; Bai X; Deyholos MK; Chen Q; Chen C; Ji W; Zhu Y, 2012, 'Over-expression of a novel JAZ family gene from Glycine soja, increases salt and alkali stress tolerance', BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 426, pp. 273 - 279, http://dx.doi.org/10.1016/j.bbrc.2012.08.086

Journal articles | 2011

Gao P; Bai X; Yang L; Lv D; Pan X; Li Y; Cai H; Ji W; Chen Q; Zhu Y, 2011, 'Osa-MIR393: A salinity- and alkaline stress-related microRNA gene', Molecular Biology Reports, 38, pp. 237 - 242, http://dx.doi.org/10.1007/s11033-010-0100-8

Journal articles | 2011

Shu Y; Li Y; Zhu Z; Bai X; Cai H; Ji W; Guo D; Zhu Y, 2011, 'SNPs discovery and CAPS marker conversion in soybean', Molecular Biology Reports, 38, pp. 1841 - 1846, http://dx.doi.org/10.1007/s11033-010-0300-2

Journal articles | 2011

Zhu D; Bai X; Chen C; Chen Q; Cai H; Li Y; Ji W; Zhai H; Lv D; Luo X; Zhu Y, 2011, 'GsTIFY10, a novel positive regulator of plant tolerance to bicarbonate stress and a repressor of jasmonate signaling', Plant Molecular Biology, 77, pp. 285 - 297, http://dx.doi.org/10.1007/s11103-011-9810-0

Journal articles | 2010

Gao P; Bai X; Yang L; Lv D; Li Y; Cai H; Ji W; Guo D; Zhu Y, 2010, 'Over-expression of osa-MIR396c decreases salt and alkali stress tolerance', Planta, 231, pp. 991 - 1001, http://dx.doi.org/10.1007/s00425-010-1104-2

Journal articles | 2010

Ji W; Zhu Y; Li Y; Yang L; Zhao X; Cai H; Bai X, 2010, 'Over-expression of a glutathione S-transferase gene, GsGST, from wild soybean (Glycine soja) enhances drought and salt tolerance in transgenic tobacco', Biotechnology Letters, 32, pp. 1173 - 1179, http://dx.doi.org/10.1007/s10529-010-0269-x

Journal articles | 2010

Yang L; Ji W; Zhu Y; Gao P; Li Y; Cai H; Bai X; Guo D, 2010, 'GsCBRLK, a calcium/calmodulin-binding receptor-like kinase, is a positive regulator of plant tolerance to salt and ABA stress', Journal of Experimental Botany, 61, pp. 2519 - 2533, http://dx.doi.org/10.1093/jxb/erq084

Journal articles | 2010

Zhai H; Bai X; Zhu Y; Li Y; Cai H; Ji W; Ji Z; Liu X; Liu X; Li J, 2010, 'A single-repeat R3-MYB transcription factor MYBC1 negatively regulates freezing tolerance in Arabidopsis', Biochemical and Biophysical Research Communications, 394, pp. 1018 - 1023, http://dx.doi.org/10.1016/j.bbrc.2010.03.114

Journal articles | 2008

Li Y; Zhu Y; Liu Y; Shu Y; Meng F; Lu Y; Bai X; Liu B; Guo D, 2008, 'Genome-wide identification of osmotic stress response gene in Arabidopsis thaliana', Genomics, 92, pp. 488 - 493, http://dx.doi.org/10.1016/j.ygeno.2008.08.011
Conference Papers | 2024

Zhu Y; Tchetchenian A; Yin X; Liew A; Song Y; Meijering E, 2024, 'AC-UNet: Adaptive Connection UNet for White Matter Tract Segmentation Through Neural Architecture Search', in Proceedings - International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI56570.2024.10635404

Preprints | 2022

Yin X; Wang S; Zhu Y; Hu J, 2022, A Novel Length-Flexible Lightweight Cancelable Fingerprint Template for Privacy-Preserving Authentication Systems in Resource-Constrained IoT Applications, http://dx.doi.org/10.1109/JIOT.2022.3204246

Preprints | 2022

Yin X; Zhu Y; Xie Y; Hu J, 2022, PowerFDNet: Deep Learning-Based Stealthy False Data Injection Attack Detection for AC-model Transmission Systems, http://dx.doi.org/10.1109/OJCS.2022.3199755

Preprints | 2022

Zhu Y; Yin X; Hu J, 2022, FingerGAN: A Constrained Fingerprint Generation Scheme for Latent Fingerprint Enhancement, , http://arxiv.org/abs/2206.12885v1

Preprints | 2022

Zhu Y; Yin X; Jia X; Hu J, 2022, Pair-Relationship Modeling for Latent Fingerprint Recognition, , http://arxiv.org/abs/2207.00587v1

Conference Papers | 2020

Zhu Y; Meijering E, 2020, 'Neural Architecture Search for Microscopy Cell Segmentation', Lima, Peru, presented at Neural Architecture Search for Microscopy Cell Segmentation, Lima, Peru, 04 October 2020

Conference Papers | 2017

Yin X; Zhu Y; Hu J, 2017, 'A robust contactless fingerprint enhancement algorithm', in Hu J; Khalil I; Tari Z; Wen S (eds.), Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST, Springer, Melbourne, Australia, pp. 127 - 136, presented at 9th International Conference, MONAMI 2017, Melbourne, Australia, 13 December 2017 - 15 December 2017, http://dx.doi.org/10.1007/978-3-319-90775-8_11

Conference Papers | 2017

Zhu Y; Yin X; Hu J, 2017, 'Robust fingerprint matching based on convolutional neural networks', in Hu J; Khalil I; Tari Z; Wen S (eds.), Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST, Springer, Melbourne, Australia, pp. 56 - 65, presented at 9th International Conference, MONAMI 2017, Melbourne, Australia, 13 December 2017 - 15 December 2017, http://dx.doi.org/10.1007/978-3-319-90775-8_5

Conference Papers | 2017

Zhu Y; Yin X; Jia X; Hu J, 2017, 'Latent Fingerprint Segmentation Based on Convolutional Neural Networks', in 2017 IEEE Workshop on Information Forensics and Security (WIFS), Rennes, France, presented at 2017 IEEE Workshop on Information Forensics and Security (WIFS), Rennes, France, 04 December 2017 - 07 December 2017, http://dx.doi.org/10.1109/WIFS.2017.8267655

Conference Papers | 2016

Zhu Y; Hu J; Xu J, 2016, 'A robust multi-constrained model for fingerprint orientation field construction', in Proceedings of the 2016 IEEE 11th Conference on Industrial Electronics and Applications, ICIEA 2016, China, pp. 156 - 160, presented at 2016 IEEE 11th Conference on Industrial Electronics and Applications (ICIEA), China, 05 June 2016 - 07 June 2016, http://dx.doi.org/10.1109/ICIEA.2016.7603569

Conference Papers | 2013

Zhu Y; Li K; Jiang J; Yang J, 2013, 'Adaptive video super-resolution based on superpixel-guided auto-regressive model', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 453 - 464, http://dx.doi.org/10.1007/978-3-319-03731-8_42

Conference Papers | 2012

Zhu Y; Jiang J; Li K, 2012, 'Optimized image super-resolution based on sparse representation', in Proceedings - International Conference on Pattern Recognition, pp. 1052 - 1055

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Dr Yanming Zhu