Professor Stephan Chalup

Ph.D.(QUT), Dipl.-Math.(Heidelberg University)

Contact

Address:		School of Information & Physical Sciences
		The University of Newcastle
		Callaghan, NSW 2308, Australia
Telephone:		+61 2 492 16080 (office)
		+61 2 492 15538 (school admin office)
E-mail:		stephan.chalup "at" newcastle.edu.au

Research

Research interests
- Artificial neural networks and deep learning
- Machine learning, data analytics and pattern recognition
- Manifold learning, topological and geometrical data analysis
- Artificial intelligence, computer vision, humanoid robots and autonomous systems
Publication lists: Research profile, Research gate, Nova, bib file, pdf list.
orcid.org/0000-0002-7886-3653
Newcastle Robotics Lab, Lab video
Interdisciplinary Machine Learning Research Group (IMLRG)

Selected Publications

Asad Abbas and Stephan Chalup. Affective Analysis of Visual Scenes Using Face Pareidolia and Scene-Context, Neurocomputing 437, pp. 72-83, 2021. doi: 10.1016/j.neucom.2021.01.016
Fayeem Aziz, Aaron S.W. Wong and Stephan Chalup. Semi-Supervised Manifold Alignment Using Parallel Deep Autoencoders. Algorithms 2019, 12(9), 186. pdf
Rahul Paul and Stephan Chalup. Estimating Betti Numbers Using Deep Learning. In 2019 International Joint Conference on Neural Networks (IJCNN 2019). IEEE, 2019. doi: 10.1109/IJCNN.2019.8852277
Asad Abbas and Stephan Chalup. From Face Recognition to Facial Pareidolia: Analysing Hidden Neuron Activations in CNNs for Cross-Depiction Recognition. In 2019 International Joint Conference on Neural Networks (IJCNN 2019). IEEE, 2019. doi: 10.1109/IJCNN.2019.8852013
Alexander Biddulph, Trent Houliston, Alexandre Mendes, and Stephan Chalup. Comparing Computing Platforms for Deep Learning on a Humanoid Robot. In 25th International Conference on Neural Information Processing (ICONIP 2018), December 13-16, 2018, Siem Reap, Cambodia, Lecture Notes in Computer Science (LNCS). Springer, 2018. arXiv:1809.03668.
Fayeem Aziz, Stephan K. Chalup, and James Juniper. Big Data in IoT Systems. In J Y. Khan and M. R. Yuce, editors, Internet of Things (IoT), Systems and Applications, chapter 2. Pan Stanford Publisher, 2019. arXiv:1905.00490.
Trent Houliston and Stephan K. Chalup. Visual Mesh: Real-Time Object Detection Using Constant Sample Density. Lecture Notes in Artificial Intelligence vol 11374. pp. 45--56, Springer, Cham, 2019. doi:10.1007/978-3-030-27544-0_4 arXiv:1807.08405.
Rahul Paul and Stephan K. Chalup. A Study on Validating Non-Linear Dimensionality Reduction Using Persistent Homology. Pattern Recognition Letters 100, pp. 160-166, 2017. doi: 10.1016/j.patrec.2017.09.032

updated 2/2022