Ajmal Mian

BE MSc PhD W.Aust., Professor, Professor

  • The University of Western Australia (M002), 35 Stirling Highway,

    6009 Perth

    Australia

  • 4124 Citations
  • 31 h-Index
20042024
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Research Output 2004 2019

2019

Benchmark Data and Method for Real-Time People Counting in Cluttered Scenes Using Depth Sensors

Sun, S., Akhtar, N., Song, H., Zhang, C., Li, J. & Mian, A., Oct 2019, In : IEEE Transactions on Intelligent Transportation Systems. 20, 10, p. 3599-3612 14 p., 8697114.

Research output: Contribution to journalArticle

Trajectories
Sensors
Benchmarking
Security systems
Logistics

Converting a common low-cost document scanner into a multispectral scanner

Khan, Z., Shafait, F. & Mian, A., 2 Jul 2019, In : Sensors (Switzerland). 19, 14, 3199.

Research output: Contribution to journalArticle

Open Access
Multispectral scanners
scanners
Light emitting diodes
Light sources
Light
Facial Asymmetry
Autistic Disorder
Research
Siblings
Brain

Learning Human Pose Models from Synthesized Data for Robust RGB-D Action Recognition

Liu, J., Rahmani, H., Akhtar, N. & Mian, A., 6 Aug 2019, In : International Journal of Computer Vision.

Research output: Contribution to journalArticle

Textures
Lighting
Cameras
Experiments

Learning interpretable expression-sensitive features for 3D dynamic facial expression recognition

Xue, M., Mian, A., Duan, X. & Liu, W., 2019, Proceedings - 14th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2019. IEEE, Institute of Electrical and Electronics Engineers, 8756564. (Proceedings - 14th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2019).

Research output: Chapter in Book/Conference paperConference paper

Feature extraction
Classifiers
Semantics

On farm automatic sheep breed classification using deep learning

Abu Jwade, S., Guzzomi, A. & Mian, A., 1 Dec 2019, In : Computers and Electronics in Agriculture. 167, 105055.

Research output: Contribution to journalArticle

sheep breeds
sheep
Farms
Computer vision
Farm buildings

On-field player workload exposure and knee injury risk monitoring via deep learning

Johnson, W. R., Mian, A., Lloyd, D. G. & Alderson, J. A., 27 Aug 2019, In : Journal of Biomechanics. 93, p. 185-193

Research output: Contribution to journalArticle

Knee Injuries
Knee Joint
Workload
Learning
Sports
154 Downloads (Pure)

Spatio-Temporal Dynamics and Semantic Attribute Enriched Visual Encoding for Video Captioning

Aafaq, N., Akhtar, N., Liu, W., Gilani, S. Z. & Mian, A., 2019, The IEEE Conference on Computer Vision and Pattern Recognition (CVPR). USA: IEEE, Institute of Electrical and Electronics Engineers, p. 12487-12496 10 p.

Research output: Chapter in Book/Conference paperConference paper

Open Access
File
Semantics
Neural networks
Computer vision
Fourier transforms
Detectors

Video description: A survey of methods, datasets, and evaluation metrics

Aafaq, N., Mian, A., Liu, W., Gilani, S. Z. & Shah, M., 1 Oct 2019, In : ACM Computing Surveys. 52, 6, 115.

Research output: Contribution to journalReview article

Language Model
Metric
Natural Language
Evaluation
Visually Impaired
103 Downloads (Pure)

Viewpoint invariant semantic object and scene categorization with RGB-D sensors

Zaki, H. F. M., Shafait, F. & Mian, A., Apr 2019, In : Autonomous Robots. p. 1005-1022 18 p.

Research output: Contribution to journalArticle

Open Access
File
Semantics
Image recognition
Sensors
Electric fuses
Neurons
2018

3D Face Reconstruction from Light Field Images: A Model-free Approach

Feng, M., Gilani, S. Z., Wang, Y. & Mian, A., 8 Sep 2018, European Conference on Computer Vision. Ferrari, V., Hebert, M., Sminchisescu, C. & Weiss, Y. (eds.). Springer, Vol. 11214. p. 508-526

Research output: Chapter in Book/Conference paperConference paper

Open Access
Lighting
Cameras
Geometry

Accuracy of orthognathic surgery using 3D computer-assisted surgical simulation

Lee, R., Goonewardene, M., Mian, A., Allan, B., Brock, D. & Trevenen, M., 1 May 2018, In : Australasian orthodontic journal. 34, 1, p. 17-26 10 p.

Research output: Contribution to journalArticle

Open Access
Orthognathic Surgery
Maxilla
Mandible
Tooth
Population
24 Citations (Scopus)

Automatic fish species classification in underwater videos: Exploiting pre-trained deep neural network models to compensate for limited labelled data

Siddiqui, S. A., Salman, A., Malik, M. I., Shafait, F., Mian, A., Shortis, M. R. & Harvey, E. S., 1 Jan 2018, In : ICES Journal of Marine Science. 75, 1, p. 374-389 16 p.

Research output: Contribution to journalArticle

neural networks
fish
computer vision
imagery
methodology
6 Citations (Scopus)

Benchmark Data Set and Method for Depth Estimation from Light Field Images

Feng, M., Wang, Y., Liu, J., Zhang, L., Zaki, H. F. M. & Mian, A., 1 Jul 2018, In : IEEE Transactions on Image Processing. 27, 7, p. 3586-3598 13 p.

Research output: Contribution to journalArticle

Neural networks
Variational techniques
Network architecture
Convolution
Image analysis
9 Citations (Scopus)

Defense against Universal Adversarial Perturbations

Akhtar, N., Liu, J. & Mian, A., 18 Jun 2018, IEEE Conference on Computer Vision and Pattern Recognition. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 3389-3398 10 p.

Research output: Chapter in Book/Conference paperConference paper

Open Access
Labels
Classifiers
Detectors
Discrete cosine transforms
Deep learning
12 Citations (Scopus)

Dense 3D Face Correspondence

Zulqarnain Gilani, S., Mian, A., Shafait, F. & Reid, I., 1 Jul 2018, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 40, 7, p. 1584-1598

Research output: Contribution to journalArticle

Correspondence
Face
Deformable Models
Triangle
Morphing
3 Citations (Scopus)

Distance metric learning for pattern recognition

Lu, J., Wang, R., Mian, A., Kumar, A. & Sarkar, S., 1 Mar 2018, In : Pattern Recognition. 75, p. 1-3 3 p.

Research output: Contribution to journalEditorial

3 Citations (Scopus)

Holistic influence maximization for targeted advertisements in spatial social networks

Li, J., Cai, T., Mian, A., Li, R. H., Sellis, T. & Yu, J. X., 24 Oct 2018, Proceedings - IEEE 34th International Conference on Data Engineering, ICDE 2018. USA: IEEE, Institute of Electrical and Electronics Engineers, p. 1344-1347 4 p. 8509366

Research output: Chapter in Book/Conference paperConference paper

Gages
Experiments
Social networks
Interaction
Query
3 Citations (Scopus)
Gaussian Process
Recovery
Patch
Reflectance
Quantization
51 Citations (Scopus)

Learning a Deep Model for Human Action Recognition from Novel Viewpoints

Rahmani, H., Mian, A. & Shah, M., 1 Mar 2018, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 40, 3, p. 667-681 15 p., 7893732.

Research output: Contribution to journalArticle

Action Recognition
Knowledge Transfer
Model
Unknown
Nonlinear Transformation
10 Citations (Scopus)
309 Downloads (Pure)

Learning From Millions of 3D Scans for Large-Scale 3D Face Recognition

Gilani, S. & Mian, A., Jun 2018, International Conference on Computer Vision and Pattern Recognition. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1896-1905 9 p.

Research output: Chapter in Book/Conference paperConference paper

Open Access
File
Face recognition
Merging
Tuning
Testing
6 Citations (Scopus)
Glossaries
Classifiers
Labels
Atoms
Probability distributions
11 Citations (Scopus)

Predicting athlete ground reaction forces and moments from motion capture

Johnson, W. R., Mian, A., Donnelly, C. J., Lloyd, D. & Alderson, J., 1 Oct 2018, In : Medical and Biological Engineering and Computing. 56, 10, p. 1781-1792 12 p.

Research output: Contribution to journalArticle

Biomechanics
Trajectories
Kinetics
4 Citations (Scopus)

Predicting Athlete Ground Reaction Forces and Moments from Spatio-temporal Driven CNN Models

Johnson, W. R., Alderson, J., Lloyd, D. G. & Mian, A., 7 Jul 2018, IEEE Transactions on Biomedical Engineering.

Research output: Contribution to specialist publicationArticle

77 Citations (Scopus)

Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey: A Survey

Akhtar, N. & Mian, A., 16 Feb 2018, In : IEEE Access. 6, p. 14410 - 14430 21 p.

Research output: Contribution to journalArticle

Open Access
Computer vision
Artificial intelligence
Railroad cars
Deep learning
Direction compound

Viewpoint invariant action recognition using RGB-D videos

Liu, J., Akhtar, N. & Ajmal, M., 1 Jan 2018, In : IEEE Access. 6, p. 70061-70071 11 p., 8529178.

Research output: Contribution to journalArticle

Open Access
Glossaries
Cameras
Labels
Trajectories
Neural networks

Viewpoint Invariant RGB-D Human Action Recognition

Liu, J., Akhtar, N. & Mian, A., 2018, In : IEEE Access.

Research output: Contribution to journalArticle

Open Access
Classifiers
Cameras
Trajectories
2017
2 Citations (Scopus)

Automatic signature segmentation using hyper-spectral imaging

Butt, U. M., Ahmad, S., Shafait, F., Nansen, C., Mian, A. S. & Malik, M. I., 2017, Proceedings - 2016 15th International Conference on Frontiers in Handwriting Recognition, ICFHR 2016. Liu, C-L. & Chen, Y. (eds.). USA: IEEE, Institute of Electrical and Electronics Engineers, p. 19-24 6 p. 7814033

Research output: Chapter in Book/Conference paperConference paper

Pixels
Ink
Color
Hyperspectral imaging
5 Citations (Scopus)

Biometric authentication system using retinal vessel pattern and geometric hashing

Bhuiyan, A., Hussain, A., Mian, A., Wong, T. Y., Ramamohanarao, K. & Kanagasingam, Y., 1 Mar 2017, In : IET Biometrics. 6, 2, p. 79-88 10 p.

Research output: Contribution to journalArticle

Biometrics
Authentication
Blood vessels
Color
15 Citations (Scopus)

Blind domain adaptation with augmented extreme learning machine features

Uzair, M. & Mian, A., 1 Mar 2017, In : IEEE Transactions on Cybernetics. 47, 3, p. 651-660 10 p., 7404267.

Research output: Contribution to journalArticle

Learning systems
Classifiers
Testing
Experiments
14 Citations (Scopus)
178 Downloads (Pure)
Open Access
File
Set theory
10 Citations (Scopus)

Dynamic Texture Comparison Using Derivative Sparse Representation: Application to Video-Based Face Recognition

Hajati, F., Tavakolian, M., Gheisari, S., Gao, Y. & Mian, A. S., 1 Dec 2017, In : IEEE Transactions on Human-Machine Systems. 47, 6, p. 970-982 13 p., 7898817.

Research output: Contribution to journalArticle

Face recognition
video
Textures
Derivatives
coding
25 Citations (Scopus)

Efficient classification with sparsity augmented collaborative representation

Akhtar, N., Shafait, F. & Mian, A., 1 May 2017, In : Pattern Recognition. 65, p. 136-145 10 p.

Research output: Contribution to journalArticle

Labels
Experiments

Guest Editorial: Language in Vision

Yan, Y., Lu, J., Mian, A., Ross, A., Murino, V. & Horaud, R., 1 Oct 2017, In : Computer Vision and Image Understanding. 163, p. 1-2 2 p.

Research output: Contribution to journalEditorial

6 Citations (Scopus)
Open Access
Masculinity
Photogrammetry
Communication
Femininity
Autistic Disorder
6 Citations (Scopus)

Joint discriminative Bayesian dictionary and classifier learning

Akhtar, N., Mian, A. & Porikli, F., 6 Nov 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. New York: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2017-January. p. 3919-3928 10 p.

Research output: Chapter in Book/Conference paperConference paper

Glossaries
Classifiers
Labels
Atoms
Sampling
10 Citations (Scopus)

Learning a deeply supervised multi-modal RGB-D embedding for semantic scene and object category recognition

Zaki, H. F. M., Shafait, F. & Mian, A., 1 Jun 2017, In : Robotics and Autonomous Systems. 92, p. 41-52 12 p.

Research output: Contribution to journalArticle

Object recognition
Semantics
Neural networks
Modality
Unmanned aerial vehicles (UAV)
8 Citations (Scopus)

Modeling Sub-Event Dynamics in First-Person Action Recognition

Mohd Zaki, H. F. B., Shafait, F. & Mian, A. S., 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1619-1628

Research output: Chapter in Book/Conference paperConference paper

Open Access
Fast Fourier transforms
Time series
Experiments
261 Downloads (Pure)

Prediction of ground reaction forces and moments via supervised learning is independent of participant sex, height and mass

Johnson, W. G., Mian, A. S., Donnelly, C. J., Lloyd, D. G. & Alderson, J. A., 2017, Proceedings of the 35th Conference of the International Society of Biomechanics in Sports. Germany: International Society of Biomechanics in Sports, Vol. 35. p. 1142-1145 25

Research output: Chapter in Book/Conference paperConference paper

Open Access
File
6 Citations (Scopus)
256 Downloads (Pure)

RCMF: Robust Constrained Matrix Factorization for Hyperspectral Unmixing

Akhtar, N. & Mian, A., Jun 2017, In : IEEE Transactions on Geoscience and Remote Sensing. 55, 6, p. 3354-3366 13 p.

Research output: Contribution to journalArticle

Open Access
File
1 Citation (Scopus)

Regularization techniques for high-dimensional data analysis

Lu, J., Peng, X., Deng, W. & Mian, A., 1 Apr 2017, In : Image and Vision Computing. 60, p. 1-3 3 p.

Research output: Contribution to journalEditorial

6 Citations (Scopus)

Surface geodesic pattern for 3D deformable texture matching

Hajati, F., Cheraghian, A., Gheisari, S., Gao, Y. & Mian, A. S., 1 Feb 2017, In : Pattern Recognition. 62, p. 21-32 12 p.

Research output: Contribution to journalArticle

Textures
Topography
Feature extraction
Fusion reactions
Derivatives
11 Citations (Scopus)

Towards automating underwater measurement of fish length: a comparison of semi-automatic and manual stereo-video measurements

Shafait, F., Harvey, E. S., Shortis, M. R., Mian, A., Ravanbakhsh, M., Seager, J. W., Culverhouse, P. F., Cline, D. E. & Edgington, D. R., 2017, In : ICES Journal of Marine Science: journal du conseil. 74, 6, p. 1690-1701 12 p.

Research output: Contribution to journalArticle

3 Citations (Scopus)

Viewpoint invariant RGB-D human action recognition

Liu, J., Akhtar, N. & Mian, A. S., 2017, 2017 International Conference on Digital Image Computing - Techniques and Applications (DICTA). Guo, Y., Li, H., Cai, W., Murshed, M., Wang, Z., Gao, J. & Feng, D. D. (eds.). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 261-268

Research output: Chapter in Book/Conference paperConference paper

Classifiers
Cameras
Trajectories
2016
59 Citations (Scopus)

3D action recognition from novel viewpoints

Rahmani, H. & Mian, A., 2016, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. O'Conner, L. (ed.). United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2016-January. p. 1506-1515 10 p.

Research output: Chapter in Book/Conference paperConference paper

Labels
Data acquisition
Tuning
Neural networks
Experiments
22 Citations (Scopus)

Convolutional hypercube pyramid for accurate RGB-D object category and instance recognition

Zaki, H. F., Shafait, F. & Mian, A., 2016, 2016 IEEE International Conference on Robotics and Automation (ICRA). Okamura, A. (ed.). USA: IEEE, Institute of Electrical and Electronics Engineers, p. 1685-1692 8 p.

Research output: Chapter in Book/Conference paperConference paper

Object recognition
Computer vision
Neurons
Learning systems
Classifiers
19 Citations (Scopus)

Discriminative Bayesian Dictionary Learning for Classification

Akhtar, N., Shafait, F. & Mian, A., 1 Dec 2016, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 38, 12, p. 2374-2388

Research output: Contribution to journalArticle

Glossaries
Classifiers
Sparse Representation
Classifier
Bayesian Approach
23 Citations (Scopus)

Discriminative human action classification using locality-constrained linear coding

Rahmani, H., Huynh, D., Mahmood, A. & Mian, A., 2016, In : Pattern Recognition Letters. 72, p. 62-71

Research output: Contribution to journalArticle

Fish identification from videos captured in uncontrolled underwater environments

Shafait, F., Mian, A. S., Shortis, M., Ghanem, B., Culverhouse, P. F. F., Edgington, D., Cline, D., Ravanbakhsh, M., Seager, J. & Harvey, E. S. S., 2016, In : ICES Journal of Marine Science. 73, 10, p. 2737-2746 10 p.

Research output: Contribution to journalArticle

23 Citations (Scopus)

Fish species classification in unconstrained underwater environments based on deep learning

Salman, A., Jalal, A., Shafait, F., Mian, A., Shortis, M., Seager, J. & Harvey, E., Sep 2016, In : LIMNOLOGY AND OCEANOGRAPHY-METHODS. 14, 9, p. 570-585

Research output: Contribution to journalArticle

Fish
Limnology
Deep learning
Oceanography
Digital cameras