Feature Extraction and Classification of EEG Signals for Rapid P300 Mind Spelling. - Adrien Combaz; Nikolay V. Manyakov; Nikolay Chumerin; Johan A. K. Suykens; Marc M. Van Hulle (ICMLA, 2009)

P300 Detection Based on Feature Extraction in On-line Brain-Computer Interface. - Nikolay Chumerin; Nikolay V. Manyakov; Adrien Combaz; Johan A. K. Suykens; Refet Firat Yazicioglu; Tom Torfs; Patrick Merken; Herc P. Neves; Chris Van Hoof; Marc M. Van Hulle (KI, 2009)

Decoding SSVEP Responses using Time Domain Classification. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Arne Robben; Marc M. Van Hulle (IJCCI (ICFC-ICNC), 2010)

Learning Eye Vergence Control from a Distributed Disparity Representation. - Nikolay Chumerin; Agostino Gibaldi; Silvio P. Sabatini; Marc M. Van Hulle (Int. J. Neural Syst., 2010)

Comparison of Linear Classification Methods for P300 Brain-computer Interface on Disabled Subjects. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Marc M. Van Hulle (BIOSIGNALS, 2011)

Subject-adaptive steady-state visual evoked potential detection for brain-computer interface. - Nikolay Chumerin; Nikolay V. Manyakov; Adrien Combaz; Arne Robben; Marijn van Vliet; Marc M. Van Hulle (IDAACS (1), 2011)

Decoding Phase-Based Information from Steady-State Visual Evoked Potentials with Use of Complex-Valued Neural Network. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Arne Robben; Marijn van Vliet; Marc M. Van Hulle (IDEAL, 2011)

Steady State Visual Evoked Potential Based Computer Gaming - The Maze. - Nikolay Chumerin; Nikolay V. Manyakov; Adrien Combaz; Arne Robben; Marijn van Vliet; Marc M. Van Hulle (INTETAIN, 2011)

Brain-computer interface research at Katholieke Universiteit Leuven. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Arne Robben; Marijn van Vliet; Patrick A. De Mazière; Marc M. Van Hulle (ISABEL, 2011)

Decoding phase-based information from SSVEP recordings: A comparative study. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Arne Robben; Marijn van Vliet; Marc M. Van Hulle (MLSP, 2011)

Combining object detection and brain computer interfacing: Towards a new way of subject-environment interaction. - Arne Robben; Nikolay Chumerin; Nikolay V. Manyakov; Adrien Combaz; Marijn van Vliet; Marc M. Van Hulle (MLSP, 2011)

Comparison of Classification Methods for P300 Brain-Computer Interface on Disabled Subjects. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Marc M. Van Hulle (Comput. Intell. Neurosci., 2011)

The Driving School System: Learning Basic Driving Skills From a Teacher in a Real Car. - Irene Markelic; Anders Kjær-Nielsen; Karl Pauwels; Lars Baunegaard With Jensen; Nikolay Chumerin; Ausra Vidugiriene; Minija Tamosiunaite; Alexander Rotter; Marc M. Van Hulle; Norbert Krüger; Florentin Wörgötter (IEEE Trans. Intell. Transp. Syst., 2011)

Decoding SSVEP Responses based on Parafac Decomposition. - Nikolay V. Manyakov; Nikolay Chumerin; Adrien Combaz; Arne Robben; Marijn van Vliet; Marc M. Van Hulle (BIOSIGNALS, 2012)

Feasibility of Error-Related Potential Detection as Novelty Detection Problem in P300 Mind Spelling. - Nikolay V. Manyakov; Adrien Combaz; Nikolay Chumerin; Arne Robben; Marijn van Vliet; Marc M. Van Hulle (ICAISC (2), 2012)

Multichannel Decoding for Phase-Coded SSVEP Brain-Computer Interface. - Nikolay V. Manyakov; Nikolay Chumerin; Marc M. Van Hulle (Int. J. Neural Syst., 2012)

Towards the detection of error-related potentials and its integration in the context of a P300 speller brain-computer interface. - Adrien Combaz; Nikolay Chumerin; Nikolay V. Manyakov; Arne Robben; Johan A. K. Suykens; Marc M. Van Hulle (Neurocomputing, 2012)

Steady-State Visual Evoked Potential-Based Computer Gaming on a Consumer-Grade EEG Device. - Nikolay Chumerin; Nikolay V. Manyakov; Marijn van Vliet; Arne Robben; Adrien Combaz; Marc M. Van Hulle (IEEE Trans. Comput. Intell. AI Games, 2013)

Language Model Applications to Spelling with Brain-Computer Interfaces. - Anderson Mora-Cortes; Nikolay V. Manyakov; Nikolay Chumerin; Marc M. Van Hulle (Sensors, 2014)

Cortical distribution of N400 potential in response to semantic priming with visual non-linguistic stimuli. - Elvira Khachatryan; Nikolay Chumerin; Evelien Carrette; Flavio Camarrone; Leen De Taeye; Alfred Meurs; Paul Boon 001; Dirk Van Roost; Marc M. Van Hulle (SSP, 2016)

Single-Trial ERP Component Analysis Using a Spatiotemporal LCMV Beamformer. - Marijn van Vliet; Nikolay Chumerin; Simon De Deyne; Jan Roelf Wiersema; Wim Fias; Gerrit Storms; Marc M. Van Hulle (IEEE Trans. Biomed. Eng., 2016)

Road Anomaly Detection by Partial Image Reconstruction with Segmentation Coupling. - Tomas Vojir; Tomás Sipka; Rahaf Aljundi; Nikolay Chumerin; Daniel Olmeda Reino; Jiri Matas (ICCV, 2021)

Continual Novelty Detection. - Rahaf Aljundi; Daniel Olmeda Reino; Nikolay Chumerin; Richard E. Turner (CoLLAs, 2022)

Identifying Wrongly Predicted Samples: A Method for Active Learning. - Rahaf Aljundi; Nikolay Chumerin; Daniel Olmeda Reino (WACV, 2022)

Contrastive Classification and Representation Learning with Probabilistic Interpretation. - Rahaf Aljundi; Yash Patel; Milan Sulc; Nikolay Chumerin; Daniel Olmeda Reino (AAAI, 2023)

OOD Aware Supervised Contrastive Learning. - Soroush Seifi; Daniel Olmeda Reino; Nikolay Chumerin; Rahaf Aljundi (WACV, 2024)