Academic Bibliography

Search 200 years of publications by Ghent University researchers.

Utku Özbulak

Department of Environmental Technology, Food Technology and Molecular Biotechnology

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- Journal Article
- A1
- open access
Mutate and observe : utilizing deep neural networks to investigate the impact of mutations on translation initiation

Utku Özbulak, Hyun Jung Lee, Jasper Zuallaert (UGent) , Wesley De Neve (UGent) , Stephen Depuydt (UGent) and Joris Vankerschaver (UGent)

(2023) BIOINFORMATICS. 39(6).
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Utilizing mutations to evaluate interpretability of neural networks on genomic data

Utku Özbulak, Solha Kang, Jasper Zuallaert (UGent) , Stephen Depuydt (UGent) and Joris Vankerschaver (UGent)

(2022) NeurIPS 2022, thirty-sixth Conference on Neural Information Processing Systems, Proceedings.
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- PhD Thesis
- open access
Prevalence of adversarial examples in neural networks : attacks, defenses, and opportunities

Utku Özbulak

(2022)
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- Conference Paper
- C1
- open access
Evaluating adversarial attacks on ImageNet : a reality check on misclassification classes

Utku Özbulak, Maura Pintor, Arnout Van Messem (UGent) and Wesley De Neve (UGent)

(2021) NeurIPS 2021 : workshop : ImageNet : past, present, and future, Proceedings.
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- Conference Paper
- C1
- open access
Selection of source images heavily influences the effectiveness of adversarial attacks

Utku Özbulak, Esla Timothy Anzaku, Wesley De Neve (UGent) and Arnout Van Messem (UGent)

(2021) BMVC, the 32nd British Machine Vision Conference, Proceedings.
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- Journal Article
- A1
- open access
Investigating the significance of adversarial attacks and their relation to interpretability for radar-based human activity recognition systems

Utku Özbulak, Baptist Vandersmissen, Azarakhsh Jalalvand (UGent) , Ivo Couckuyt (UGent) , Arnout Van Messem (UGent) and Wesley De Neve (UGent)

(2021) COMPUTER VISION AND IMAGE UNDERSTANDING. 202.
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Automatic detection of Trypanosomosis in thick blood smears using image pre-processing and deep learning

Taewoo Jung, Esla Timothy Anzaku (UGent) , Utku Özbulak, Stefan Magez (UGent) , Arnout Van Messem (UGent) and Wesley De Neve (UGent)

(2021) Intelligent Human Computer Interaction 12th International Conference, IHCI 2020. In Lecture Notes in Computer Science 12616. p.254-266
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Regional image perturbation reduces Lp norms of adversarial examples while maintaining model-to-model transferability

Utku Özbulak, Jonathan Peck (UGent) , Wesley De Neve (UGent) , Bart Goossens (UGent) , Yvan Saeys (UGent) and Arnout Van Messem (UGent)

(2020) the 37th International Conference on Machine Learning (ICML 2020), Proceedings.
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Perturbation analysis of gradient-based adversarial attacks

Utku Özbulak, Manvel Gasparyan (UGent) , Wesley De Neve (UGent) and Arnout Van Messem (UGent)

(2020) PATTERN RECOGNITION LETTERS. 135. p.313-320
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- Conference Paper
- P1
- open access
Impact of adversarial examples on deep learning models for biomedical image segmentation

Utku Özbulak, Arnout Van Messem (UGent) and Wesley De Neve (UGent)

(2019) MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT II. In Lecture Notes in Computer Science 11765. p.300-308

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