Research Explorer

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Researcher

Arnout Van Messem

20 Results

2021

Automatic detection of Trypanosomosis in thick blood smears using image pre-processing and deep learning

Taewoo JungEsla Timothy AnzakuUtku ÖzbulakStefan MagezArnout Van MessemWesley De Neve

Investigating the significance of adversarial attacks and their relation to interpretability for radar-based human activity recognition systems

Utku ÖzbulakBaptist VandersmissenAzarakhsh JalalvandIvo CouckuytArnout Van MessemWesley De Neve

A1 Journal Article in COMPUTER VISION AND IMAGE UNDERSTANDING

Towards a quantitative analysis of class activation mapping for deep learning-based computer-aided diagnosis

Hanul KangHomin ParkYuju AhnArnout Van MessemWesley De Neve

Translation initiation site prediction using deep learning and synthetic datasets

Yunseol ParkEspoir KabangaJasper ZuallaertHyunjin ShimArnout Van MessemWesley De Neve

2020

An automated model reduction method for biochemical reaction networks

Manvel GasparyanArnout Van MessemShodhan Rao

A1 Journal Article in SYMMETRY-BASEL

Item measurement for logistics-oriented belt conveyor systems using a scenario-driven approach and automata-based control design

Homin ParkArnout Van MessemWesley De Neve

Perturbation analysis of gradient-based adversarial attacks

Utku ÖzbulakManvel GasparyanWesley De NeveArnout Van Messem

A1 Journal Article in PATTERN RECOGNITION LETTERS

Regional image perturbation reduces Lp norms of adversarial examples while maintaining model-to-model transferability

Utku ÖzbulakJonathan PeckWesley De NeveBart GoossensYvan SaeysArnout Van Messem

Support vector machines : a robust prediction method with applications in bioinformatics

Arnout Van Messem

Bookchapter in Principles and methods for data science

2019

Box-Scan : an efficient and effective algorithm for box dimension measurement in conveyor systems using a single RGB-D camera

Homin ParkArnout Van MessemWesley De Neve

Impact of adversarial examples on deep learning models for biomedical image segmentation

Utku ÖzbulakArnout Van MessemWesley De Neve

Not all adversarial examples require a complex defense : identifying over-optimized adversarial examples with IQR-based logit thresholding

Utku ÖzbulakArnout Van MessemWesley De Neve

2018

A novel technique for model reduction of biochemical reaction networks

Manvel GasparyanArnout Van MessemShodhan Rao

How the Softmax output is misleading for evaluating the strength of adversarial examples

Utku ÖzbulakWesley De NeveArnout Van Messem

2016

State of affairs of osteopathy in the Benelux: Benelux Osteosurvey 2013

Patrick LS Van DunMioara Alina NicolaieArnout Van Messem

A1 Journal Article in INTERNATIONAL JOURNAL OF OSTEOPATHIC MEDICINE

2015

Machteld VarewyckArnout Van Messem

2011

Robustness and consistency results for support vector machines

Arnout Van MessemUwe EinmahlAndreas Christmann

2010

A review on consistency and robustness properties of support vector machines for heavy-tailed distributions

Arnout Van MessemAndreas Christmann

A1 Journal Article in ADVANCES IN DATA ANALYSIS AND CLASSIFICATION

2009

On consistency and robustness properties of Support Vector Machines for heavy-tailed distributions

Andreas ChristmannArnout Van MessemIngo Steinwart

A1 Journal Article in STATISTICS AND ITS INTERFACE

2008

Bouligand derivatives and robustness of support vector machines for regression

Andreas ChristmannArnout Van Messem

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH