Vers une métrique de description objective d'une sensation subjective. - Sonia Ouni; Ezzeddine Zagrouba; Majed Chambah; Michel Herbin (ARIMA J., 2009)

No-reference Image Semantic Quality Approach using Neural Network. - Sonia Ouni; Ezzeddine Zagrouba; Majed Chambah; Michel Herbin (ISSPIT, 2011)

Image Retrieval Using Spatial Dominant Color Descriptor. - Imen Ben Rejeb; Sonia Ouni; Ezzeddine Zagrouba (AICCSA, 2017)

Fuzzy VA-Files for multi-label image annotation based on visual content of regions. - Imen Ben Rejeb; Sonia Ouni; Walid Barhoumi; Ezzeddine Zagrouba (Signal Image Video Process., 2018)

Intra and Inter Spatial Color Descriptor for Content Based Image Retrieval. - Imen Ben Rejeb; Sonia Ouni; Ezzeddine Zagrouba (AICCSA, 2019)

Semantic Image Quality Assessment Using Conventional Neural Network for E-Commerce Catalogue Management. - Sonia Ouni; Karim Kamoun; Mohammad Alattas (Machine Learning and Data Analytics for Solving Business Problems, 2022)

Improvement of MQTT semantic to minimize data flow in IoT platforms based on distributed brokers. - Karim Kamoun; Fatma Hmissi; Sofiane Ouni; Sonia Ouni (Trans. Emerg. Telecommun. Technol., 2024)