About Me
Hello! I am a PhD Student in Machine Learning and Computer Vision. Welcome to my personal website. Here you can find an overview of my academic journey, professional experience, and current projects.
Resume
Education
Experience
Grants & Award
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PhD Fellowship (DGA)
Competitive predoctoral contract awarded by the Government of Aragon to fund PhD research in Computer Vision.
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Best Bachelor Thesis Award
Recognized by NTT DATA for excellence in research and technical development within the field of AI.
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Research Initiation Grant (I3A)
Early-stage research grant awarded by the Aragon Institute of Engineering Research for academic excellence.
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Research Initiation Grant (I3A)
Grant for an initial research stay to develop foundational skills in the Robotics and AI Group.
Languages
Publications & Projects
TIMID: Time-Dependent Mistake Detection in Videos of Robot Executions
Nerea Gallego*, Fernando Salanova*, Claudio Mannarano, Cristian Mahulea, Eduardo Montijano
Introduced a novel framework for identifying temporal mistakes in robotic tasks. By leveraging time-dependent analysis, we achieved high-precision detection of execution errors that traditional frame-by-frame models often overlook.
EventSleep2: Sleep activity recognition on complete night sleep recordings with an event cameras
Nerea Gallego*, Carlos Plou*, Miguel Marcos, Pablo Urcola, Luis Montesano, Eduardo Montijano, Ruben Martinez-Cantin, Ana C. Murillo
Introduced an advanced neuromorphic architecture designed for long-term temporal consistency in event-based vision. Managed the acquisition and processing of full-night clinical datasets, overcoming data dimensionality challenges to enable open-vocabulary sleep activity recognition.
Vision-based feedback on correct sensor placement in medical studies
Nerea Gallego, Carlos Plou, Luis Montesano, Ana C. Murillo, Eduardo Montijano
Developed a real-time visual feedback system to assist in the precise placement of EEG sensors. Designed human-in-the-loop protocols and executed multi-subject data collection to ensure system robustness across different physiological profiles.
EventSleep: Sleep activity recognition with event cameras
Carlos Plou, Nerea Gallego, Alberto Sabater, Eduardo Montijano, Pablo Urcola, Luis Montesano, Ruben Martinez-Cantin, Ana C. Murillo
Introduced the first EventSleep architecture for sleep monitoring using neuromorphic vision. Created a novel, high-dimensionality event dataset to address the limitations of traditional cameras in low-light and privacy-sensitive clinical environments.
Contact
Feel free to reach out to me via email or connect with me on professional networks.