International Conferences

• [PerCom 2024] Generative resident separation and multi-label classification for multi-person activity recognition. Xi Chen, Julien Cumin, Fano Ramparany, Dominique Vaufreydaz.
• [ACII 2023] Accomodating missing modalities in time-continuous multimodal emotion recognition. Juan Vazquez-Rodriguez, Grégoire Lefebvre, Julien Cumin, James L. Crowley.
• [ACII 2022] Emotion recognition with pre-trained transformers using multimodal signals. Juan Vazquez-Rodriguez, Grégoire Lefebvre, Julien Cumin, James L. Crowley.
• [ICPR 2022] Transformer-based self-supervised learning for emotion recognition. Juan Vazquez-Rodriguez, Grégoire Lefebvre, Julien Cumin, James L. Crowley.
• [PerCom 2018] Inferring availability for communication in smart homes using context. Julien Cumin, Grégoire Lefebvre, Fano Ramparany, James L. Crowley.
• [UCAmI 2017] A dataset of routine daily activities in an instrumented home. Julien Cumin, Grégoire Lefebvre, Fano Ramparany, James L. Crowley.
• [CONTEXT 2017] Human activity recognition using place-based decision fusion in smart homes. Julien Cumin, Grégoire Lefebvre, Fano Ramparany, James L. Crowley.
• [EDBT 2017] Data exploration with SQL using machine learning techniques. Julien Cumin, Jean-Marc Petit, Vasile-Marian Scuturici, Sabina Surdu.
• [VISAPP 2016] Recognizing human actions based on extreme learning machines. Grégoire Lefebvre, Julien Cumin.
• [VISAPP 2016] A priori data and a posteriori decision fusions for human action recognition. Julien Cumin, Grégoire Lefebvre.

International Journals

• [TAAS 2021] PSINES: activity and availability prediction for adaptive ambient intelligence. Julien Cumin, Grégoire Lefebvre, Fano Ramparany, James L. Crowley.
• [CONTEXT 2021] Human activity recognition using place-based decision fusion in a smart home context management system. Julien Cumin, Fano Ramparany, Grégoire Lefebvre, James L. Crowley.

National Conferences

• [EGC 2016] Requêtes discriminantes pour l’exploration des données. Julien Cumin, Jean-Marc Petit, Fabien Rouge, Vasile-Marian Scuturici, Christian Surace, Sabina Surdu.

Patent applications

• [2023] Standby mode adaptation depending on household energy context. Julien Pairis, Julien Cumin.
• [2023] Method for estimating the validity of a value of a sensor in a classification process. Grégoire Lefebvre, Julien Cumin.
• [2023] Dynamic intrusiveness adaptation method for a human behavior identification system. Jérémy Lacoche, Julien Cumin, Anthony Foulonneau.
• [2023] Authentication based on the positioning of a mobile device. Julien Cumin, Julien Pairis.
• [2023] System for determining handedness of a user on a tactile mobile device. Julien Cumin, Julien Pairis.
• [2023] Method for recognizing situations with temporarily unavailable multimodal data. Grégoire Lefevbre, Julien Cumin, Juan Vazquez-Rodriguez.
• [2023] System for estimating distances using a monocular camera. Stéphane Coutant, Julien Cumin.
• [2022] System for indoor localization from correlation of mobile events and fixed sensors. David Cibaud, Julien Cumin.
• [2022] System for automatic logical positioning of screen extension based on physical positions of displays. Julien Cumin, Fano Ramparany.
• [2022] A method of promoting positive notifications tailored to an individual’s stress level. Grégoire Lefebvre, Julien Cumin, Juan Vazquez-Rodriguez.
• [2022] System for the triggering of localized human activity recognition. Julien Cumin, Kévin L’Héréec.
• [2022] Process for determining a mobile device type of location. Julien Pairis, Julien Cumin.
• [2022] System for identifying connected equipments of a network through transmission of vibrations via a mobile device. Julien Cumin, Julien Pairis.
• [2021] System for suggesting uses and objects from user profile similarities. Julien Cumin, Fano Ramparany, Frédéric Bour.
• [2021] System for correcting lighting colorimetry in a room. Julien Cumin, Kévin L’Héréec.
• [2021] System for managing notifications based on emotions deduced from electrocardiograms. Julien Cumin, Grégoire Lefebvre, Juan Vazquez-Rodriguez.
• [2021] Process to put on standby devices with mutually exclusive use. Julien Cumin, Julien Pairis.
• [2021] Multimedia device remote control unit research. Julien Pairis, Julien Cumin.
• [2021] Reconfiguring of connected objects based on contextual information. David Cibaud, Julien Cumin.
• [2021] Content connection on remote control. Julien Pairis, Julien Cumin.
• [2021] System for verifying the proper functioning of wireless devices. Julien Cumin, Kévin L’Héréec.
• [2018] Automatic adaptation of geofencing range depending on context. Kévin L’Héréec, Julien Cumin.
• [2018] Propagation of location information of connected objects in an object network. Julien Cumin, David Cibaud.
• [2018] Presence detection by smart peaker. Julien Pairis, Julien Cumin.
• [2017] Prediction of the availability of smart home residents. Grégoire Lefebvre, Julien Cumin, Fano Ramparany.

Demos & Challenges

• [JFSMA 2022] Maisons Collaboratives. Julien Cumin, Fano Ramparany, Iago Felipe Trentin, Olivier Boissier.
• [ISWC 2021] Collaborative homes. Fano Ramparany, Iago Felipe Trentin, Julien Cumin, Olivier Boissier. Finalists

Doctoral thesis

• [2018] Julien Cumin. Recognizing and predicting activities in smart homes. Supervision: Grégoire Lefebvre (Orange), Fano Ramparany (Orange), James L. Crowley (Université Grenoble Alpes, LIG, Inria).

Miscellaneous

• [2020] AI in the service of the smart home.
• [2018] With Julien Cumin, a preview of the home of tomorrow.