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Onderzoeker
Arnout Van Messem
Profiel
Projecten
Publicaties
Activiteiten
Prijzen & Erkenningen
42
Resultaten
2025
Interpreting stress detection models using SHAP and attention for MuSe-stress 2022
Homin Park
Gang Hyun Kim
Jin Sung Oh
Arnout Van Messem
Wesley De Neve
A1
Artikel in een tijdschrift
in
IEEE TRANSACTIONS ON AFFECTIVE COMPUTING
2025
Re-assessing accuracy degradation : a framework for understanding DNN behavior on similar-but-non-identical test datasets
Esla Timothy Anzaku
Haohan Wang
Ajiboye Babalola
Arnout Van Messem
Wesley De Neve
A1
Artikel in een tijdschrift
in
MACHINE LEARNING
2025
2024
Generating and evaluating synthetic DNA sequences with splice sites using generative adversarial networks
Espoir Kabanga
Jiwon Koh
Youngmin Koh
Kangmin Kim
Nina Geiregat
Arnout Van Messem
Wesley De Neve
C3
Conferentie
2024
Grasshopper optimization algorithm (GOA) : a novel algorithm or a variant of PSO?
Negin Harandi
Arnout Van Messem
Wesley De Neve
Joris Vankerschaver
P1
Conferentie
2024
Interpretable rotator cuff tear diagnosis using MRI slides with CAMscore and SHAP
Homin Park
Ilho Yun
Mi Jung Kim
Khoa Tuan Nguyen
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2024
Leveraging human-machine interactions for computer vision dataset quality enhancement
Esla Timothy Anzaku
Hyesoo Hong
Jin-Woo Park
Wonjun Yang
Kangmin Kim
JongBum Won
Deshika Vinoshani Kumari Herath
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2024
Towards interpretable multitask learning for splice site and translation initiation site prediction
Espoir Kabanga
Arnout Van Messem
Wesley De Neve
C1
Conferentie
2024
2023
CRISPR-Cas-Docker : web-based in silico docking and machine learning-based classification of crRNAs with Cas proteins
Homin Park
Jong Bum Won
Yunseol Park
Esla Timothy Anzaku
Joris Vankerschaver
Arnout Van Messem
Wesley De Neve
Hyunjin Shim
A1
Artikel in een tijdschrift
in
BMC BIOINFORMATICS
2023
How to make sense of 3D representations for plant phenotyping : a compendium of processing and analysis techniques
Negin Harandi
Breght Vandenberghe
Joris Vankerschaver
Stephen Depuydt
Arnout Van Messem
A1
Artikel in een tijdschrift
in
PLANT METHODS
2023
Know your self-supervised learning : a survey on image-based generative and discriminative training
Utku Özbulak
Hyun Jung Lee
Beril Boga
Esla Timothy Anzaku
Homin Park
Arnout Van Messem
Wesley De Neve
Joris Vankerschaver
A2
Artikel in een tijdschrift
in
TRANSACTIONS ON MACHINE LEARNING RESEARCH
2023
Model reduction and parameter estimation for kinetic models of biochemical reaction networks
Manvel Gasparyan
Shodhan Rao
Arnout Van Messem
Willem Waegeman
Proefschrift
2023
MuSe-personalization 2023 : feature engineering, hyperparameter optimization and transformer-encoder re-discovery
Homin Park
Gang Hyun Kim
Arnout Van Messem
Wesley De Neve
C1
Conferentie
2023
Parameter estimation for models of chemical reaction networks from experimental data of reaction rates
Manvel Gasparyan
Arnout Van Messem
Shodhan Rao
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF CONTROL
2023
Tryp : a dataset of microscopy images of unstained thick blood smears for trypanosome detection
Esla Timothy Anzaku
Mohammed Aliy Mohammed
Utku Özbulak
Jongbum Won
Hyesoo Hong
Janarthanan Krishnamoorthy
Sofie Van Hoecke
Stefan Magez
Arnout Van Messem
Wesley De Neve
A1
Artikel in een tijdschrift
in
SCIENTIFIC DATA
2023
2022
In silico optimization of RNA-protein interactions for CRISPR-Cas13-based antimicrobials
Homin Park
Yunseol Park
Urta Berani
Eunkyu Bang
Joris Vankerschaver
Arnout Van Messem
Wesley De Neve
Hyunjin Shim
A1
Artikel in een tijdschrift
in
BIOLOGY DIRECT
2022
MP-Net : deep learning-based segmentation for fluorescence microscopy images of microplastics isolated from clams
Homin Park
Sanghyeon Park
Maria Krishna de Guzman
Ji Yeon Baek
Tanja Cirkovic Velickovic
Arnout Van Messem
Wesley De Neve
A1
Artikel in een tijdschrift
in
PLOS ONE
2022
Prevalence of adversarial examples in neural networks : attacks, defenses, and opportunities
Utku Özbulak
Wesley De Neve
Arnout Van Messem
Proefschrift
2022
Rethinking protein drug design with highly accurate structure prediction of anti-CRISPR proteins
Homin Park
Yunseol Park
Joris Vankerschaver
Arnout Van Messem
Wesley De Neve
Hyunjin Shim
A1
Artikel in een tijdschrift
in
PHARMACEUTICALS
2022
2021
3-D deep learning-based item classification for belt conveyors targeting packaging and logistics
Homin Park
Byungkon Kang
Arnout Van Messem
Wesley De Neve
C1
Conferentie
2021
Automatic detection of Trypanosomosis in thick blood smears using image pre-processing and deep learning
Taewoo Jung
Esla Timothy Anzaku
Utku Özbulak
Stefan Magez
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2021
Developing a segmentation model for microscopic images of microplastics isolated from clams
Ji Yeon Baek
Maria Krishna de Guzman
Homin Park
Sanghyeon Park
Boyeon Shin
Tanja Cirkovic Velickovic
Arnout Van Messem
Wesley De Neve
C1
Conferentie
2021
Evaluating adversarial attacks on ImageNet : a reality check on misclassification classes
Utku Özbulak
Maura Pintor
Arnout Van Messem
Wesley De Neve
C1
Conferentie
2021
Investigating the significance of adversarial attacks and their relation to interpretability for radar-based human activity recognition systems
Utku Özbulak
Baptist Vandersmissen
Azarakhsh Jalalvand
Ivo Couckuyt
Arnout Van Messem
Wesley De Neve
A1
Artikel in een tijdschrift
in
COMPUTER VISION AND IMAGE UNDERSTANDING
2021
Selection of source images heavily influences the effectiveness of adversarial attacks
Utku Özbulak
Esla Timothy Anzaku
Wesley De Neve
Arnout Van Messem
C1
Conferentie
2021
Towards a quantitative analysis of class activation mapping for deep learning-based computer-aided diagnosis
Hanul Kang
Homin Park
Yuju Ahn
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2021
Translation initiation site prediction using deep learning and synthetic datasets
Yunseol Park
Espoir Kabanga
Jasper Zuallaert
Hyunjin Shim
Arnout Van Messem
Wesley De Neve
C3
Conferentie
2021
2020
An automated model reduction method for biochemical reaction networks
Manvel Gasparyan
Arnout Van Messem
Shodhan Rao
A1
Artikel in een tijdschrift
in
SYMMETRY-BASEL
2020
Item measurement for logistics-oriented belt conveyor systems using a scenario-driven approach and automata-based control design
Homin Park
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2020
Perturbation analysis of gradient-based adversarial attacks
Utku Özbulak
Manvel Gasparyan
Wesley De Neve
Arnout Van Messem
A1
Artikel in een tijdschrift
in
PATTERN RECOGNITION LETTERS
2020
Regional image perturbation reduces Lp norms of adversarial examples while maintaining model-to-model transferability
Utku Özbulak
Jonathan Peck
Wesley De Neve
Bart Goossens
Yvan Saeys
Arnout Van Messem
C1
Conferentie
2020
Support vector machines : a robust prediction method with applications in bioinformatics
Arnout Van Messem
Hoofdstuk in een boek
in
Principles and methods for data science
2020
2019
Box-Scan : an efficient and effective algorithm for box dimension measurement in conveyor systems using a single RGB-D camera
Homin Park
Arnout Van Messem
Wesley De Neve
C1
Conferentie
2019
Impact of adversarial examples on deep learning models for biomedical image segmentation
Utku Özbulak
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2019
Not all adversarial examples require a complex defense : identifying over-optimized adversarial examples with IQR-based logit thresholding
Utku Özbulak
Arnout Van Messem
Wesley De Neve
P1
Conferentie
2019
2018
A novel technique for model reduction of biochemical reaction networks
Manvel Gasparyan
Arnout Van Messem
Shodhan Rao
P1
Conferentie
2018
How the Softmax output is misleading for evaluating the strength of adversarial examples
Utku Özbulak
Wesley De Neve
Arnout Van Messem
C1
Conferentie
2018
2016
State of affairs of osteopathy in the Benelux: Benelux Osteosurvey 2013
Patrick LS Van Dun
Mioara Alina Nicolaie
Arnout Van Messem
A1
Artikel in een tijdschrift
in
INTERNATIONAL JOURNAL OF OSTEOPATHIC MEDICINE
2016
2015
RiskStandard
Machteld Varewyck
Arnout Van Messem
Andere
2015
2011
Robustness and consistency results for support vector machines
Arnout Van Messem
Uwe Einmahl
Andreas Christmann
Proefschrift
2011
2010
A review on consistency and robustness properties of support vector machines for heavy-tailed distributions
Arnout Van Messem
Andreas Christmann
A1
Artikel in een tijdschrift
in
ADVANCES IN DATA ANALYSIS AND CLASSIFICATION
2010
2009
On consistency and robustness properties of Support Vector Machines for heavy-tailed distributions
Andreas Christmann
Arnout Van Messem
Ingo Steinwart
A1
Artikel in een tijdschrift
in
STATISTICS AND ITS INTERFACE
2009
2008
Bouligand derivatives and robustness of support vector machines for regression
Andreas Christmann
Arnout Van Messem
A1
Artikel in een tijdschrift
in
JOURNAL OF MACHINE LEARNING RESEARCH
2008