4603. Computer vision and multimedia computation


Title4603. Computer vision and multimedia computation
Parent46. Information and Computing Sciences

Latest research outputs

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Natural enemy detection using machine vision for improved biological control of fall armyworm
McCarthy, A., Girling, R. and Miles, M.. "Natural enemy detection using machine vision for improved biological control of fall armyworm." Australian Summer Grains Conference 2025. Benowa, Australia 07 - 09 Jul 2025

Presentation

Verticillium and Fusarium wilts: improving understanding of interactions with irrigation and nutrition, and monitoring with machine vision
Scheikowski, L., McCarthy, A. and Foley, J.. 2025. "Verticillium and Fusarium wilts: improving understanding of interactions with irrigation and nutrition, and monitoring with machine vision." ACDC Seminar Series.

Presentation

Lessons from commercialisation of cotton sensing technology research
McCarthy, A., Maas, S., Grundy, D.P. and Long, D.. 2025. "Lessons from commercialisation of cotton sensing technology research." 2025 Australian Cotton Research Conference. Narrabri 23 - 25 Sep 2025 Narrabri, Australia.

Presentation

Developing canopy temperature sensors with new multipixel technology
McCarthy, A.. 2025. Developing canopy temperature sensors with new multipixel technology. Toowoomba, Australia. University of Southern Queensland.

Technical report

Automated sensing for improved integrated pest management of fall armyworm in summer broadacre crops
McCarthy, A., Girling, R. and Miles, M.. 2025. Automated sensing for improved integrated pest management of fall armyworm in summer broadacre crops. Toowoomba, Australia.

Technical report

Deep Learning for Marine Vehicles Parking Availability: A ResNet50-Based Deep Feature Engineering Model
Gurturk, Mert, Cambay, Veysel Yusuf, Hafeez-Baig, Abdul, Hajiyeva, Rena, Dogan, Sengul and Tuncer, Turker. 2025. "Deep Learning for Marine Vehicles Parking Availability: A ResNet50-Based Deep Feature Engineering Model ." Traitement du signal: signal, image, parole. 42 (2), pp. 663-674. https://doi.org/10.18280/ts.420206

Article

Epileptic seizure prediction with machine learning on EEG data
Ra, Jee Sook. 2025. Epileptic seizure prediction with machine learning on EEG data. PhD by Publication Doctor of Philosophy. University of Southern Queensland. https://doi.org/10.26192/zwv98

PhD by Publication

Effect of Camera Choice on Image-Classification Inference
Brown, Jason, Nguyen, Andy and Raj, Nawin. 2025. "Effect of Camera Choice on Image-Classification Inference." Applied Sciences. 15 (1). https://doi.org/10.3390/app15010246

Article

Aerodynamic Measurements of Hypersonic Free-Flight via Optical Tracking and Bayesian State Estimation
Lock, Andrew, Hack, Flynn, Jahn, Ingo, Armstrong, Gerard, Birch, Byrenn and Buttsworth, David. 2025. "Aerodynamic Measurements of Hypersonic Free-Flight via Optical Tracking and Bayesian State Estimation." AIAA Journal: devoted to aerospace research and development. 63 (5), pp. 1655-1670. https://doi.org/10.2514/1.J064061

Article

Fast face swapping with high-fidelity lightweight generator assisted by online knowledge distillation
Yang, Gaoming, Ding, Yifeng, Fang, Xianjin, Zhang, Ji and Chu, Yan. 2025. "Fast face swapping with high-fidelity lightweight generator assisted by online knowledge distillation." The Visual Computer. 41 (2), pp. 1251-1271. https://doi.org/10.1007/s00371-024-03414-2

Article

A Blueprint for Domestic and Family Violence Education in Social Work Through Virtual Reality Design
Schaffer, Krystal L., Rivory, Joshua, Martin, Neil I., Lawrence, Jill E. and Bryce, India R.. 2025. "A Blueprint for Domestic and Family Violence Education in Social Work Through Virtual Reality Design." Advances in Social Work and Welfare Education. 25 (2).

Article

Automated monitoring of fall armyworm natural enemies
McCarthy, A., Girling, R. and Miles, M.. "Automated monitoring of fall armyworm natural enemies." 2024 BACI Science Symposium. Toowoomba, Australia 07 - 07 Nov 2024

Presentation

Remote monitoring for FAW using machine vision
McCarthy, A., Humpal, J., Girling, R. and Miles, M.. "Remote monitoring for FAW using machine vision." 2024 National Fall Armyworm Research, Development and Extension Symposium. Brisbane 17 - 18 Apr 2024

Conference or Workshop item

The Application of Quantum Pre-processing Filter for Binary Image Classification with Small Samples
Riaz, Farina, Abdulla, Shahab, Suzuki, Hajime, Ganguly, Srinjoy, Deo, Ravinesh C. and Hopkins, Susan. 2024. "The Application of Quantum Pre-processing Filter for Binary Image Classification with Small Samples ." Journal of Data Science and Intelligent Systems. 3 (2), pp. 109-116. https://doi.org/10.47852/bonviewJDSIS42024229

Article

PollenNet: A novel architecture for high precision pollen grain classification through deep learning and explainable AI
Shamrat, F M Javed Mehedi, Idris, Mohd Yamani Idna, Zhou, Xujuan, Khalid, Majdi, Sharmin, Sharmin, Sharmin, Zeseya, Ahmed, Kawsar and Moni, Mohammad Ali. 2024. "PollenNet: A novel architecture for high precision pollen grain classification through deep learning and explainable AI ." Heliyon. 10 (19). https://doi.org/10.1016/j.heliyon.2024.e38596

Article

Guided Disentangled Representation Learning from Audio data for Transfer Learning
Haque, Kazi Nazmul. 2024. Guided Disentangled Representation Learning from Audio data for Transfer Learning. PhD by Publication Doctor of Philosophy. University of Southern Queensland. https://doi.org/10.26192/z9y75

PhD by Publication

A customised vision transformer for accurate detection and classification of Java Plum leaf disease
Bhowmik, Auvick Chandra, Ahad, Md. Taimur, Emon, Yousuf Rayhan, Ahmed, Faruk, Song, Bo and Li, Yan. 2024. "A customised vision transformer for accurate detection and classification of Java Plum leaf disease ." Smart Agricultural Technology . 8. https://doi.org/10.1016/j.atech.2024.100500

Article

Epidemic Source Identification Based on Infection Graph Learning
Hong, Xingyun, Yu, Ting, Li, Zhao and Zhang, Ji. 2024. "Epidemic Source Identification Based on Infection Graph Learning." 7th International Joint Conference on Asia-Pacific Web and Web-Age Information Management (APWeb-WAIM 2023). Wuhan, China 06 - 08 Oct 2023 Singapore . Springer. https://doi.org/10.1007/978-981-97-2303-4_16

Paper

UAV Control Method Combining Reptile Meta-Reinforcement Learning and Generative Adversarial Imitation Learning
Jiang, Shui, Ge, Yanning, Yang, Xu, Yang, Wencheng and Cui, Hui. 2024. "UAV Control Method Combining Reptile Meta-Reinforcement Learning and Generative Adversarial Imitation Learning." Future Internet. 16 (3). https://doi.org/10.3390/fi16030105

Article

A graph-powered large-scale fraud detection system
Li, Zhao, Wang, Biao, Huang, Jiaming, Jin, Yilun, Xu, Zenghui, Zhang, Ji and Gao, Jianliang. 2024. "A graph-powered large-scale fraud detection system." International Journal of Machine Learning and Cybernetics. 15 (1), p. 115–128. https://doi.org/10.1007/s13042-023-01786-w

Article

Trajectory Analysis of the Hayabusa2 Capsule from a Single Airborne Observation
Zander, Fabian, Buttsworth, David R., Birch, Byrenn and Payne, Allan. 2024. "Trajectory Analysis of the Hayabusa2 Capsule from a Single Airborne Observation." Journal of Spacecraft and Rockets. 61 (1). https://doi.org/10.2514/1.A35719

Article

Optical aerodynamic measurements of hypersonic free-flight using Bayesian state estimation
Lock, Andrew, Armstrong, Gerard, Hack, Flynn, Birch, Byrenn, Buttsworth, David and Jahn, Ingo. 2023. "Optical aerodynamic measurements of hypersonic free-flight using Bayesian state estimation." AIAA Aviation 2023 Forum . San Diego, United States 12 202 - 16 Jun 2023 United States. American Institute of Aeronautics and Astronautics. https://doi.org/10.2514/6.2023-3713

Paper

Automated mapping of early Fall armyworm (FAW) damage in sweet corn and maize using machine vision
McCarthy, A. and Humpal, J.. 2023. Automated mapping of early Fall armyworm (FAW) damage in sweet corn and maize using machine vision. Toowoomba, Australia. University of Southern Queensland.

Technical report

Non-invasive and non-contact automatic jaundice detection of infants based on random forest
Khanam, Fatema-Tuz-Zohra, Al-Naj, Ali, Perera, Asanka G., Wang, Danyi and Chahl, Javaan. 2023. "Non-invasive and non-contact automatic jaundice detection of infants based on random forest." Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization. 11 (6), pp. 2516-2529. https://doi.org/10.1080/21681163.2023.2244601

Article

Cybersecurity Defence of Synchrophasors in Distribution Systems: A Deep Learning Approach
Zhang, Ge, Cui, Yi, Zhang, Ruiyuan and Bai, Feifei. 2023. "Cybersecurity Defence of Synchrophasors in Distribution Systems: A Deep Learning Approach." 2023 IEEE International Conference on Energy Technologies for Future Grids (ETFG). Wollongong, Australia 03 - 06 Dec 2023 Australia. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ETFG55873.2023.10407305

Paper

Artificial Intelligence: what is it and what does it mean for cotton?
McCarthy, Alison. 2023. "Artificial Intelligence: what is it and what does it mean for cotton?" 2023 Australian Cotton Research Conference. Toowoomba 05 - 07 Sep 2023 Australia.

Keynote

Variable-rate irrigation: hardware and software tools for improved infield irrigation
McCarthy, Alison and Foley, Joseph. 2023. "Variable-rate irrigation: hardware and software tools for improved infield irrigation." GRDC Grains Research Update: Irrigation efficiency. 30 - 30 May 2023 Australia.

Presentation

Research and industry engagement for Ag tech development
McCarthy, Alison. 2023. "Research and industry engagement for Ag tech development." Scenic Rim Agricultural Workshop. Aratula 22 - 22 Mar 2023 Australia.

Presentation

Hierarchical Aggregation Based Knowledge Graph Embedding for Multi-task Recommendation
Wang, Yani, Zhang, Ji, Zhou, Xiangmin and Zhang, Yang. 2023. "Hierarchical Aggregation Based Knowledge Graph Embedding for Multi-task Recommendation." 6th International Joint Conference on Asia-Pacific Web and Web-Age Information Management (APWeb-WAIM 2022). Nanjing, China 25 - 27 Nov 2022 Switzerland . https://doi.org/10.1007/978-3-031-25201-3_13

Paper

FDS_2D: rethinking magnitude-phase features for DeepFake detection
Yang, Gaoming, Wei, Anxing, Fang, Xianjin and Zhang, Ji. 2023. "FDS_2D: rethinking magnitude-phase features for DeepFake detection." Multimedia Systems. 29 (4), pp. 2399-2413. https://doi.org/10.1007/s00530-023-01118-6

Article

Facial depth forgery detection based on image gradient
Xu, Kun, Yang, Gaoming, Fang, Xianjin and Zhang, Ji. 2023. "Facial depth forgery detection based on image gradient." Multimedia Tools and Applications. 82 (19), pp. 29501-29525. https://doi.org/10.1007/s11042-023-14626-4

Article

Build Smart Grids on Artificial Intelligence − A Real-world Example
You, Shutang, Li, Hongyu, Liu, Shengyuan, Sun, Kaiqi, Zhao, Yinfeng, Xiao, Huangqing, Dong, Jiaojiao, Su, Yu, Wang, Weikang, Cui, Yi, Yin, He, Tan, Jin and Liu, Yilu. 2023. "Build Smart Grids on Artificial Intelligence − A Real-world Example." Applications of Big Data and Artificial Intelligence in Smart Energy Systems Smart Energy System: Design and its State-of-The Art Technologies. River Publishers. pp. 193-220

Edited book (chapter)

An intelligent model involving multi-channels spectrum patterns based features for automatic sleep stage classification
Abdulla, Shahab, Diykh, Mohammed, Siuly, Siuly and Ali, Mumtaz. 2023. "An intelligent model involving multi-channels spectrum patterns based features for automatic sleep stage classification." International Journal of Medical Informatics. 171. https://doi.org/10.1016/j.ijmedinf.2023.105001

Article

CNN Based Image Classification of Malicious UAVs
Brown, Jason, Gharineiat, Zahra and Raj, Nawin. 2023. "CNN Based Image Classification of Malicious UAVs." Applied Sciences. 13 (1), pp. 1-13. https://doi.org/10.3390/app13010240

Article

Cost-effective synchrophasor data source authentication based on multiscale adaptive coupling correlation detrended analysis
Bai, Feifei, Cui, Yi, Yan, Ruifeng, Yin, Hongzhi, Chen, Tong, Dart, David and Yaghoobi, Jalil. 2023. "Cost-effective synchrophasor data source authentication based on multiscale adaptive coupling correlation detrended analysis." International Journal of Electrical Power and Energy Systems. 144. https://doi.org/10.1016/j.ijepes.2022.108606

Article

Trio-based collaborative multi-view graph clustering with multiple constraints
Wang, Ru, Li, Lin, Tao, Xiaohui, Dong, Xiao, Wang, Peipei and Liu, Peiyu. 2021. "Trio-based collaborative multi-view graph clustering with multiple constraints." Information Processing and Management. 58 (3), pp. 1-13. https://doi.org/10.1016/j.ipm.2020.102466

Article

Deep Learning Based Frequency Stability Assessment in Power Grid with High Renewables
Zhao, Yinfeng, You, Shutang, Mandich, Mirka, Li, Hongyu, Fabus, Summer, Cui, Yi, Xiao, Huangqing, Zhu, Lin, Zeng, Chujie, Liu, Yilu, Jiang, Huaiguang, Yuan, Haoyu, Zhang, Yingchen and Tan, Jin. 2022. "Deep Learning Based Frequency Stability Assessment in Power Grid with High Renewables." 2022 IEEE Power and Energy Society General Meeting (PESGM). Denver, United States 17 - 21 Jul 2022 United States. https://doi.org/10.1109/pesgm48719.2022.9916751

Paper

Power Transformer Condition Assessment Using Support Vector Machine With Heuristic Optimization
Cui, Yi, Ma, Hui and Saha, Tapan K.. 2013. "Power Transformer Condition Assessment Using Support Vector Machine With Heuristic Optimization." 23rd Australasian Universities Power Engineering Conference (AUPEC 2013). Hobart, Australia 29 Sep - 03 Oct 2013 Hobart, Australia. https://doi.org/10.1109/AUPEC.2013.6725452

Paper

Investigation of Feature Selection Techniques for Improving Efficiency of Power Transformer Condition Assessment
Ashkezari, Atefeh Dehghani, Ma, Hui, Saha, Tapan K. and Cui, Yi. 2014. "Investigation of Feature Selection Techniques for Improving Efficiency of Power Transformer Condition Assessment." IEEE Transactions on Dielectrics and Electrical Insulation. 21 (2), pp. 836-844. https://doi.org/10.1109/TDEI.2013.004090

Article

Multi-variable Approach for Evaluating Transformer Paper Insulation
Cui, Yi, Martin, Daniel, Saha, Tapan, Ma, Hui, Ekanayake, Chandima and Lelekakis, Nick. 2015. "Multi-variable Approach for Evaluating Transformer Paper Insulation." 11th International Conference on the Properties and Applications of Dielectric Materials (ICPADM 2015). Sydney, Australia 19 - 22 Jul 2015 Sydney, Australia. https://doi.org/10.1109/ICPADM.2015.7295273

Paper