Sam Leroux

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 39

Top Topics

Anomaly Detection

Feature Representations

Top Venues

Future Gener. Comput. Syst.

Publications

Sander De Coninck, Wei-Cheng Wang, Sam Leroux, Pieter Simoens
Privacy-preserving visual analysis: training video obfuscation models without sensitive labels. Appl. Intell. 54 (8) (2024)
Sander De Coninck, Wei-Cheng Wang, Sam Leroux, Pieter Simoens
Mitigating Bias Using Model-Agnostic Data Attribution. CoRR (2024)
Mattijs Baert, Pietro Mazzaglia, Sam Leroux, Pieter Simoens
Maximum Causal Entropy Inverse Constrained Reinforcement Learning. CoRR (2023)
Mattijs Baert, Sam Leroux, Pieter Simoens
Learning Safety Constraints From Demonstration Using One-Class Decision Trees. CoRR (2023)
Mattijs Baert, Sam Leroux, Pieter Simoens
Inverse reinforcement learning through logic constraint inference. Mach. Learn. 112 (7) (2023)
Mattijs Baert, Sam Leroux, Pieter Simoens
Learning Logic Constraints From Demonstration. NeSy (2023)
Sam Leroux, Pieter Simoens
Sparse random neural networks for online anomaly detection on sensor nodes. Future Gener. Comput. Syst. 144 (2023)
Sam Leroux, Pieter Simoens, Meelis Lootus, Kartik Thakore, Akshay Sharma
TinyMLOps: Operational Challenges for Widespread Edge AI Adoption. CoRR (2022)
James Marien, Sam Leroux, Bart Dhoedt, Cedric De Boom
Audio-guided Album Cover Art Generation with Genetic Algorithms. CoRR (2022)
Sander De Coninck, Wei-Cheng Wang, Sam Leroux, Pieter Simoens
Selective manipulation of disentangled representations for privacy-aware facial image processing. CoRR (2022)
Wei-Cheng Wang, Sander De Coninck, Sam Leroux, Pieter Simoens
An Opt-in Framework for Privacy Protection in Audio-Based Applications. IEEE Pervasive Comput. 21 (4) (2022)
Meelis Lootus, Kartik Thakore, Sam Leroux, Geert Trooskens, Akshay Sharma, Holly Ly
A VM/Containerized Approach for Scaling TinyML Applications. CoRR (2022)
Sam Leroux, Bo Li, Pieter Simoens
Multi-branch Neural Networks for Video Anomaly Detection in Adverse Lighting and Weather Conditions. WACV (2022)
Thorsten Cardoen, Sam Leroux, Pieter Simoens
Iterative Online 3D Reconstruction from RGB Images. Sensors 22 (24) (2022)
Sam Leroux, Tim Verbelen, Pieter Simoens, Bart Dhoedt
Iterative neural networks for adaptive inference on resource-constrained devices. Neural Comput. Appl. 34 (13) (2022)
Sam Leroux, Pieter Simoens, Meelis Lootus, Kartik Thakore, Akshay Sharma
TinyMLOps: Operational Challenges for Widespread Edge AI Adoption. IPDPS Workshops (2022)
Sam Leroux, Bo Li, Pieter Simoens
Automated training of location-specific edge models for traffic counting. Comput. Electr. Eng. 99 (2022)
Sander De Coninck, Sam Leroux, Pieter Simoens
Privacy Aware Person Detection in Surveillance Data. CoRR (2021)
Mattijs Baert, Sam Leroux, Pieter Simoens
Intelligent Frame Selection as a Privacy-Friendlier Alternative to Face Recognition. CoRR (2021)
Bo Li, Sam Leroux, Pieter Simoens
Decoupled appearance and motion learning for efficient anomaly detection in surveillance video. Comput. Vis. Image Underst. 210 (2021)
Ozan Çatal, Sam Leroux, Cedric De Boom, Tim Verbelen, Bart Dhoedt
Anomaly Detection for Autonomous Guided Vehicles using Bayesian Surprise. IROS (2020)
Bo Li, Sam Leroux, Pieter Simoens
Decoupled Appearance and Motion Learning for Efficient Anomaly Detection in Surveillance Video. CoRR (2020)
Sam Leroux, Bert Vankeirsbilck, Tim Verbelen, Pieter Simoens, Bart Dhoedt
Training binary neural networks with knowledge transfer. Neurocomputing 396 (2020)
Amirreza Yousefzadeh, Sahar Hosseini, Priscila C. Holanda, Sam Leroux, Thilo Werner, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Bart Dhoedt, Pieter Simoens
Conversion of Synchronous Artificial Neural Network to Asynchronous Spiking Neural Network using sigma-delta quantization. AICAS (2019)
Amirreza Yousefzadeh, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Mina A. Khoei, Sahar Hosseini, Priscila C. Holanda, Sam Leroux, Orlando Moreira, Jonathan Tapson, Bart Dhoedt, Pieter Simoens
Asynchronous Spiking Neurons, the Natural Key to Exploit Temporal Sparsity. IEEE J. Emerg. Sel. Topics Circuits Syst. 9 (4) (2019)
Sam Leroux, Steven Bohez, Elias De Coninck, Pieter Van Molle, Bert Vankeirsbilck, Tim Verbelen, Pieter Simoens, Bart Dhoedt
Multi-fidelity deep neural networks for adaptive inference in the internet of multimedia things. Future Gener. Comput. Syst. 97 (2019)
Sam Leroux, Steven Bohez, Pieter-Jan Maenhaut, Nathan Meheus, Pieter Simoens, Bart Dhoedt
Fingerprinting encrypted network traffic types using machine learning. NOMS (2018)
Sam Leroux, Pavlo Molchanov, Pieter Simoens, Bart Dhoedt, Thomas M. Breuel, Jan Kautz
IamNN: Iterative and Adaptive Mobile Neural Network for efficient image classification. ICLR (Workshop) (2018)
Elias De Coninck, Steven Bohez, Sam Leroux, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt
DIANNE: a modular framework for designing, training and deploying deep neural networks on heterogeneous distributed infrastructure. J. Syst. Softw. 141 (2018)
Xander Steenbrugge, Sam Leroux, Tim Verbelen, Bart Dhoedt
Improving Generalization for Abstract Reasoning Tasks Using Disentangled Feature Representations. CoRR (2018)
Sam Leroux, Pavlo Molchanov, Pieter Simoens, Bart Dhoedt, Thomas M. Breuel, Jan Kautz
IamNN: Iterative and Adaptive Mobile Neural Network for Efficient Image Classification. CoRR (2018)
Sam Leroux, Tim Verbelen, Pieter Simoens, Bart Dhoedt
Privacy Aware Offloading of Deep Neural Networks. CoRR (2018)
Sam Leroux, Steven Bohez, Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt
The cascading neural network: building the Internet of Smart Things. Knowl. Inf. Syst. 52 (3) (2017)
Pieter Van Molle, Tim Verbelen, Steven Bohez, Sam Leroux, Pieter Simoens, Bart Dhoedt
Decoupled Learning of Environment Characteristics for Safe Exploration. CoRR (2017)
Sam Leroux, Steven Bohez, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt
Transfer Learning with Binary Neural Networks. CoRR (2017)
Elias De Coninck, Steven Bohez, Sam Leroux, Tim Verbelen, Bert Vankeirsbilck, Bart Dhoedt, Pieter Simoens
Middleware Platform for Distributed Applications Incorporating Robots, Sensors and the Cloud. CloudNet (2016)
Sam Leroux, Steven Bohez, Cedric De Boom, Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt
Lazy Evaluation of Convolutional Filters. CoRR (2016)
Sam Leroux, Steven Bohez, Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt
Multi-fidelity matryoshka neural networks for constrained IoT devices. IJCNN (2016)
Cedric De Boom, Sam Leroux, Steven Bohez, Pieter Simoens, Thomas Demeester, Bart Dhoedt
Efficiency Evaluation of Character-level RNN Training Schedules. CoRR (2016)
Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Steven Bohez, Sam Leroux, Pieter Simoens
DIANNE: Distributed Artificial Neural Networks for the Internet of Things. M4IoT@Middleware (2015)
Toon De Pessemier, Sam Leroux, Kris Vanhecke, Luc Martens
Combining Collaborative Filtering and Search Engine into Hybrid News Recommendations. INRA@RecSys (2015)
Sam Leroux, Steven Bohez, Tim Verbelen, Bert Vankeirsbilck, Pieter Simoens, Bart Dhoedt
Resource-constrained classification using a cascade of neural network layers. IJCNN (2015)