Publications

Papers, preprints and datasets, newest first. Citation counts and the complete record are on Google Scholar.

63 papers

2026

  • Learning Topology-Aware Representations via Test-Time Adaptation for Anomaly SegmentationA. Zia, U. Ali, A. Rehman, U. Ramzan, K. Han, M. Faheem, S. Qureshi, W. XiangIEEE Transactions on Pattern Analysis and Machine Intelligencepaper arXiv code projectTopologyAnomaly detection
  • Topology-Aware Optimal Transport for Source-Free Test-Time Adaptation in Anomaly SegmentationA. Zia, U. Ali, U. Ramzan, A. Rehman, A. Khamis, W. XiangAdvances in Neural Information Processing Systems (NeurIPS)arXiv codeTopologyAnomaly detection
  • Learning Structurally Consistent Representations for Multi-view Radar Semantic SegmentationA. Zia, M. U. Ramzan, A. Khamis, U. Ali, A. RehmanEuropean Conference on Computer Vision (ECCV)Radar & sensingTopology
  • Expert Fusion Network for Automated Blastocyst Morphology and IVF Decision SupportA. Zia, S. Qureshi, F. Ansarizadeh, M. Fozan, E. Kamawal, S. Anwer, et al.IEEE Journal of Biomedical and Health InformaticsHealth
  • Hypergraph Contrastive Sensor Fusion for Multimodal Fault Diagnosis in Induction MotorsU. Ali, A. Zia, W. Ali, U. Ramzan, A. Rehman, M. T. Chaudhry, W. XiangIEEE Sensors JournalarXiv codeRadar & sensingTopology
  • HyperEcho: Structured Higher Order Representation for Automotive Radar Semantic SegmentationA. Khamis, M. U. Ramzan, U. Ali, A. ZiaIEEE International Conference on Pervasive Computing and Communications (PerCom)Radar & sensingTopology
  • A Review on Vision-Centric Coarse to Fine-Grained Animal Action RecognitionA. Zia, R. Sharma, A. Khamis, U. Ali, X. Li, M. Husnain, N. Shafi, S. Anwar, et al.Artificial Intelligence Review 59(5)arXivAgriculture & food
  • Multi-Scale Target-Aware Representation Learning for Fundus Image EnhancementH. Wu, Y. Huang, Y. Wu, Q. Yang, B. Wang, L. Zhang, M. F. Khan, A. Zia, et al.Neural Networks 195arXivHealth
  • News Classification in Low-Resource Languages: Insights from Transformer and Baseline ModelsW. B. Demilie, A. ZiaConcurrency and Computation: Practice and Experience 38(6)Other
  • WS-Net: Weak-Signal Representation Learning and Gated Abundance Reconstruction for Hyperspectral Unmixing via State-Space and Weak Signal Attention FusionZ. Long, A. Zia, G. Fu, V. Rolland, J. ZhouarXiv preprintarXivHyperspectral
  • Geometry-Aware Semantic Reasoning for Training-Free Video Anomaly DetectionA. Zia, U. Ali, M. U. Ramzan, H. Abid, A. Rehman, W. XiangarXiv preprintarXivAnomaly detection
  • Representation Geometry as a Diagnostic for Out-of-Distribution RobustnessA. Zia, F. HazratianarXiv preprintarXivRobustness
  • TopoGeoScore: A Self-Supervised Source-Only Geometric Framework for OOD Checkpoint SelectionF. Hazratian, A. Zia, H. D. NguyenarXiv preprintarXivRobustnessTopology
  • Component-Aware Sketch-to-Image Generation Using Self-Attention Encoding and Coordinate-Preserving FusionA. Zia, M. U. Ramzan, U. Ali, M. Faheem, A. Khamis, S. QureshiarXiv preprintarXivGenerative
  • Implicit Spatial-Frequency Fusion of Hyperspectral and LiDAR Data via Kolmogorov-Arnold NetworksZ. Long, J. X. Yang, J. Wang, A. Zia, G. Fu, J. ZhouarXiv preprintarXivHyperspectral

2025

  • 2D–3D Feature Fusion via Cross-Modal Latent Synthesis and Attention-Guided Restoration for Industrial Anomaly DetectionU. Ali, A. Zia, A. Rehman, U. Ramzan, Z. Hassan, T. Sattar, J. Wang, W. XiangInternational Conference on Digital Image Computing: Techniques and Applications (DICTA)arXiv codeAnomaly detection3D vision
  • Split-Fuse-Transport: Annotation-Free Saliency via Dual Clustering and Optimal Transport AlignmentM. U. Ramzan, A. Zia, A. Khamis, N. Ali, U. Ali, W. XiangDICTAarXivOther
  • Weakly Supervised Pixel-Wise Classification of Hyperspectral Images with Noise-Adaptive Hybrid Attention and Triple Contrastive LearningD. Effah, A. Zia, M. Awrangjeb, Y. Gao, K. SarpongDICTAHyperspectral
  • Hierarchical Spatial Mamba Framework for Point Cloud ClassificationY. Sun, A. Zia, Z. Long, Z. Qiu, W. Xiang, J. ZhouAsian Conference on Pattern Recognition (ACPR)3D vision
  • BioNet and NeFF: Crop Biomass Prediction from Point Clouds to Drone ImageryX. Li, Z. Hayder, A. Zia, C. Cassidy, S. Liu, W. Stiller, E. Stone, W. Conaty, et al.IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)arXivAgriculture & food3D vision
  • Advances in Machine Learning for Wetland Classification: A Comprehensive Survey of Methods and ApplicationsD. Effah, A. Zia, M. Awrangjeb, Y. Gao, K. SarpongArtificial Intelligence Review 59(1)Other
  • Unlocking Chickpea Flour Potential: AI-Powered Prediction for Quality Assessment and Compositional CharacterisationA. Zia, M. Husnain, S. Buck, J. Richetti, E. Hulm, J. P. Ral, V. Rolland, X. SiraultCurrent Research in Food Science 10HyperspectralAgriculture & food
  • A Mental State Aware Brain Computer Interface for Adaptive Control of Electric Powered WheelchairS. A. H. Hussain, I. Raza, S. A. Hussain, M. H. Jamal, T. Gulrez, A. ZiaScientific Reports 15Health
  • SSTD: Stripe-Like Space Target Detection Using Single-Point Weak SupervisionZ. Zhu, A. Zia, X. Li, B. Dan, Y. Ma, E. Liu, R. ZhaoIEEE International Conference on Multimedia and Expo (ICME)arXivOther
  • Collaborative Static-Dynamic Teaching: A Semi-Supervised Framework for Stripe-Like Space Target DetectionZ. Zhu, A. Zia, X. Li, B. Dan, Y. Ma, H. Long, K. Lu, E. Liu, R. ZhaoRemote Sensing 17(8)arXivOther
  • Text-to-Floorplan Synthesis via Graph-Conditioned Diffusion ProcessesM. A. Rehan, S. Qureshi, A. ZiaInternational Conference on Image and Vision Computing New Zealand (IVCNZ)Generative
  • Benchmarking Deep Learning Models for Weed Detection in Precision AgricultureS. Qureshi, A. Zia, A. Ameer, A. LatifCANVASAgriculture & food
  • Enhancing Silent Speech Decoding Using EEG and Gradient Boosting Classifiers: A Comparative Analysis of XGBoost and LightGBM on a Native Arabic Silent Speech DatasetR. Shah, A. Riaz, S. Qureshi, A. Zia, U. IqbalInternational Conference on Activity and Behavior Computing (ABC)Health
  • Predicting User Behavior on Video Streaming by Using Watch-Time Duration AnalysisZ. Anwer, S. Qureshi, S. M. Z. Iqbal, A. Zia, S. AnwerKnowledge-Based SystemsOther
  • Genre-Aware User Profiling Using Duration Count Matrices: A Novel Approach to Enhancing Content Recommendation SystemsA. Alqazzaz, Z. Anwar, M. Hassan, S. Qureshi, M. Alsulami, A. Zia, S. Alyami, et al.PLOS ONE 20(4)Other
  • Deadline-Aware Workload Scheduling for Edge-Enhanced IoT Devices: A Blockchain-Enabled Approach to Incentive-Based ComputingM. T. Chaudhry, A. Yousafzai, A. Zia, S. A. Abid, F. AhmadPeer-to-Peer Networking and Applications 18(4)Other
  • Determining Mosaic Resilience in Sugarcane Plants Using Hyperspectral ImagesA. Zia, J. Zhou, M. OlayemiarXiv preprintarXivHyperspectralAgriculture & food
  • Deep Learning in UAV-Based Sensing for Agriculture: A SurveyA. Zia, J. Wang, X. Li, M. Z. Hossain, J. Richetti, A. Ameer, S. Qureshi, P. Stewart, et al.SSRN preprintAgriculture & food

2024

  • Topological Deep Learning: A Review of an Emerging ParadigmA. Zia, A. Khamis, J. Nichols, U. B. Tayab, Z. Hayder, et al.Artificial Intelligence Review 57(77)paper arXivTopology
  • TopoX: A Suite of Python Packages for Machine Learning on Topological DomainsM. Hajij, M. Papillon, F. Frantzen, J. Agerberg, I. AlJabea, R. Ballester, et al., including A. ZiaJournal of Machine Learning Research 25(374)paper arXiv codeTopology
  • A New Hyperspectral Unmixing Benchmark for Weak Signal Meat Contamination DetectionZ. Long, A. Zia, J. Nelis, V. Rolland, J. ZhouDICTAHyperspectral
  • MMCBE: Multi-Modality Dataset for Crop Biomass Estimation and BeyondX. Li, Z. Hayder, A. Zia, C. Cassidy, S. Liu, W. Stiller, E. Stone, W. Conaty, et al.DICTAAgriculture & food3D vision
  • Locally-Focused Face Representation for Sketch-to-Image Generation Using Noise-Induced RefinementM. U. Ramzan, A. Zia, A. Khamis, A. Elgharabawy, A. Liaqat, U. AliDICTAarXivGenerative
  • A Comparative Analysis of IoT Device Fingerprinting MethodsM. M. Mir, W. L. Tan, M. Awrangjeb, A. ZiaInternational Telecommunication Networks and Applications Conference (ITNAC)Other
  • An Improved IoT Device Fingerprinting via Enhanced Feature SelectionM. M. Mir, M. Awrangjeb, W. L. Tan, A. ZiaInternational Conference on Signal Processing and Communication Systems (ICSPCS)Other

2023

  • ICML 2023 Topological Deep Learning Challenge: Design and ResultsM. Papillon, M. Hajij, A. Myers, H. Jenne, J. Mathe, T. Papamarkou, et al., including A. ZiaTopological, Algebraic and Geometric Learning Workshops (PMLR 221)paper arXivTopology
  • CVB: A Video Dataset of Cattle Visual BehaviorsA. Zia, R. Sharma, R. Arablouei, G. Bishop-Hurley, J. McNally, N. Bagnall, et al.CVPR WorkshopsarXivAgriculture & food
  • Contrastive-Aware ViT for Weakly Supervised Semantic SegmentationP. Pativada, Z. Hayder, A. Zia, N. BarnesDICTARunner-up paper awardOther
  • How Do Native and Non-native Listeners Differ? Investigation with Dominant Frequency Bands in Auditory Evoked PotentialY. Zhou, M. R. Hasan, M. M. Hasan, A. Zia, M. Z. HossainInternational Conference on Neural Information Processing (ICONIP)Health
  • Multiscale Representations Learning Transformer Framework for Point Cloud ClassificationY. Sun, A. Zia, J. ZhouIEEE International Conference on Image Processing (ICIP)3D vision
  • Spectral 3D Computer Vision: A ReviewY. Sun, A. Zia, V. Rolland, C. Yu, J. ZhouarXiv preprintarXivHyperspectral3D vision
  • High Spectral Spatial Resolution Synthetic Hyperspectral Dataset from Multi-Source FusionY. Sun, A. Zia, J. ZhouarXiv preprintarXivHyperspectral
  • Comparing the Effectiveness of Classic Mask R-CNN and Vision Transformer in Early Weed DetectionS. Qureshi, A. Ameer, A. Zia, A. Latif, S. KarrilaSSRN preprintAgriculture & food

2021

  • Exploring Chromatic Aberration and Defocus Blur for Relative Depth Estimation from Monocular Hyperspectral ImageA. Zia, J. Zhou, Y. GaoIEEE Transactions on Image Processing 30paper codeHyperspectral3D vision
  • Early Detection of Sugarcane Smut Disease in Hyperspectral ImagesD. Bao, J. Zhou, S. A. Bhuiyan, A. Zia, R. Ford, Y. GaoIVCNZpaper codeHyperspectralAgriculture & food

2020

  • Short-Term Load Forecasting for Microgrid Energy Management System Using Hybrid HHO-FNN Model with Best-Basis Stationary Wavelet Packet TransformU. B. Tayab, A. Zia, F. Yang, J. Lu, M. KashifEnergy 203Other
  • Exploring Extrinsic Spectral Properties of Hyperspectral Image for 3D Computer VisionA. ZiaPhD thesis, Griffith Universitypaper codeHyperspectral3D vision

2019

  • Microgrid Energy Management System for Academic BuildingU. B. Tayab, J. Lu, F. Yang, M. Islam, A. Zia, J. HossainAustralasian Universities Power Engineering Conference (AUPEC)Other

2018

  • Spectral-Spatial Scale Invariant Feature Transform for Hyperspectral ImagesS. L. Al-Khafaji, J. Zhou, A. Zia, A. W. C. LiewIEEE Transactions on Image Processing 27(2)Hyperspectral
  • 3D Plant Modelling Using Spectral Data from Visible to Near Infrared RangeA. Zia, J. LiangComputer Vision: Concepts, Methodologies, Tools, and Applications (IGI Global)HyperspectralAgriculture & food3D vision

2017

  • Material Based Boundary Detection in Hyperspectral ImagesS. L. Al-Khafaji, A. Zia, J. Zhou, A. W. C. LiewDICTApaper codeHyperspectral

2015

  • 3D Reconstruction from Hyperspectral ImagesA. Zia, J. Liang, J. Zhou, Y. GaoIEEE Winter Conference on Applications of Computer Vision (WACV)paper codeHyperspectral3D vision
  • Relative Depth Estimation from Hyperspectral DataA. Zia, J. Zhou, Y. GaoDICTApaper codeHyperspectral3D vision

2013

  • 3D Plant Modelling via Hyperspectral ImagingJ. Liang, A. Zia, J. Zhou, X. SiraultIEEE International Conference on Computer Vision Workshops (ICCVW)HyperspectralAgriculture & food3D vision

2010

  • Bézier Curve Based Dynamic Obstacle Avoidance and Trajectory Learning for Autonomous Mobile RobotsT. Chaudhry, T. Gulrez, A. Zia, S. ZaheerInternational Conference on Intelligent Systems Design and Applications (ISDA)Other
  • Heterogeneous Sensor Fusion Framework for Autonomous Mobile Robot Obstacle AvoidanceA. Zia, T. Gulrez, T. ChaudhryISDARadar & sensing
  • Object Recognition Using SIFT Feature over Fastly Extracted Salient MapA. ZiaIITMOther

2008

  • Content-Based Image Retrieval via Subspace-Projected Salient FeaturesJ. H. Huang, A. Zia, J. Zhou, A. Robles-KellyDICTAOther