Conference Papers

A. Rahmouni, E. M. Ayou, M. A. Sabri and A. Aarab, "Enhancing Skin Lesion Classification with ResNet and ViT: A Study on Feature Combination and Selection," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-6, doi: 10.1109/ICCSC66714.2025.11135413.

A. El Mahdi, R. Abla, E. Assia, S. Abdelouahed and A. Abdellah, "Fusion of Vision Transformer and VGG Features for Enhanced Skin Lesion Classification," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-5, doi: 10.1109/ICCSC66714.2025.11135399.

A. Ennaji, A. Rahmouni, M. A. Sabri and A. Aarab, "Performance Comparison of Ensemble Learning Algorithms for Melanoma Detection," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-5, doi: 10.1109/ICCSC66714.2025.11135308.

J. Achraf, L. Brahim, S. M. Abdelouahed, Y. Ali and A. Abdellah, "Advanced Language Models for Depression Detection: A Comparative Study of GPT-2 and GPT-3 in NLP," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-5, doi: 10.1109/ICCSC66714.2025.11135168.

M. Daoud, A. Ennouni and M. A. Sabri, "The Strategic Role of AI in Business Digital Transformation: Opportunities and Challenges," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-6, doi: 10.1109/ICCSC66714.2025.11134890.

Z. Sabri, M. A. Sabri, A. Yahyaoui, H. Aberbach and A. Aarab, "Machine Learning for Academic Decision Support in Higher Education," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-6, doi: 10.1109/ICCSC66714.2025.11135024.

A. Belatik, H. El Khoukhi, M. A. Sabri and A. Aarab, "Optimization of AI Models for Embedded Systems: A Literature Review and Comparative Analysis," 2025 International Conference on Circuit, Systems and Communication (ICCSC), Fez, Morocco, 2025, pp. 1-5, doi: 10.1109/ICCSC66714.2025.11135136.

Cherrate, M., Sabri, M.A., Yahyaouy, A., Aghoutane, B., Farhaoui, Y., Aarab, A. (2025). Construction and Prediction of American Sign Language Using Deep Learning. In: Farhaoui, Y., Herawan, T., Lucky Imoize, A., Allaoui, A.E. (eds) Intersection of Artificial Intelligence, Data Science, and Cutting-Edge Technologies: From Concepts to Applications in Smart Environment. ICAISE 2024. Lecture Notes in Networks and Systems, vol 1397. Springer, Cham. https://doi.org/10.1007/978-3-031-90921-4_5

Cherrate, M., Sabri, M.A., Yahyaouy, A., Aghoutane, B., Farhaoui, Y., Aarab, A. (2025). Recognition of American Sign Language Using Hard Voting. In: Farhaoui, Y., Herawan, T., Imoize, A.L., Allaoui, A.E. (eds) Intersection of Artificial Intelligence, Data Science, and Cutting-Edge Technologies: From Concepts to Applications in Smart Environment. ICAISE 2024. Lecture Notes in Networks and Systems, vol 1353. Springer, Cham. https://doi.org/10.1007/978-3-031-88304-0_5

Louardi, B., Ennouni, A., Jallaglag, A., Sabri, A., Aghoutane, B., Aarab, A. (2025). Comparative Analysis of Advanced Deep Learning Models for Depression and Suicide Detection on Social Media. In: Farhaoui, Y., Herawan, T., Imoize, A.L., Allaoui, A.E. (eds) Intersection of Artificial Intelligence, Data Science, and Cutting-Edge Technologies: From Concepts to Applications in Smart Environment. ICAISE 2024. Lecture Notes in Networks and Systems, vol 1353. Springer, Cham. https://doi.org/10.1007/978-3-031-88304-0_50

Aghoutane, B., Elmansouri, M., Nafis, F., Sabri, M. A., Riffi, J., Fattah, M., & Farhaoui, Y. (2024, November). Arabic Handwritten Words Recognition and Classification Using Autoencoder Deep Learning. In The International Conference on Artificial Intelligence and Smart Environment (pp. 537-542). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-88304-0_74

A. Elidrissi and M. A. Sabri, "Addressing Unhappiness in Elderly Care: Challenges in Causal AI and Span Categorization Solutions," 2024 3rd International Conference on Embedded Systems and Artificial Intelligence (ESAI), Fez, Morocco, 2024, pp. 1-7, doi: 10.1109/ESAI62891.2024.10913526.

S. Hachi and A. Sabri, "Development of an Explainable AI (XAI) system for the interpretation of ViT in the diagnosis of medical images," 2024 3rd International Conference on Embedded Systems and Artificial Intelligence (ESAI), Fez, Morocco, 2024, pp. 1-8, doi: 10.1109/ESAI62891.2024.10913833.

Houda ERREGUI, Achraf el Aouaqi, Hicham Aberbach, Sabri My Abdelouahed (2024). The Role of Internet of Things and Fog Computing in Smart Cities. International Journal of Artificial Intelligence & Applications. 15(6):31-50. http://dx.doi.org/10.5121/ijaia.2024.15603

Mahdi, A.E., Abdelouahed, S., Abdellah, A. (2024). 3D Segmentation of Abdominal Organ Images Using Deep Learning. In: Elhadj, Y.M., Nanne, M.F., Koubaa, A., Meziane, F., Deriche, M. (eds) Artificial Intelligence and Its Practical Applications in the Digital Economy. I2COMSAPP 2024. Lecture Notes in Networks and Systems, vol 862. Springer, Cham. https://doi.org/10.1007/978-3-031-71429-0_10

H. El Medhoune, M. A. Sabri, C. Zouitni and A. Aarab, "Combining CNN and Transformer for Enhancing Medical Image Captioning," 2024 Sixth International Conference on Intelligent Computing in Data Sciences (ICDS), Marrakech, Morocco, 2024, pp. 1-5, doi: 10.1109/ICDS62089.2024.10756401.

Sabri, M.A., Ennouni, A., Ennaji, A., Aarab, A. (2024). Face Detection Based on Deep Learning Approaches: A Comparative Study. In: Elhadj, Y.M., Nanne, M.F., Koubaa, A., Meziane, F., Deriche, M. (eds) Artificial Intelligence and Its Practical Applications in the Digital Economy. I2COMSAPP 2024. Lecture Notes in Networks and Systems, vol 861. Springer, Cham. https://doi.org/10.1007/978-3-031-71426-9_13

Mohamed Ait Blal; Ali Yahyaouy; Sabri My Abdelouahed; Rosanna Verde, "Robust Multi-view Multi- Modal Ensemble for Improved Image Classification with Feature Selection," 2024 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2024, pp. 1-7, doi: 10.1109/ISCV60512.2024.10620153.

Sabri My Abdelouahed; El Hafci Mohamed; Aarab Abdellah, "Implementing Analog Artificial Neural Networks for Enhanced Energy Efficiency and Speed in Machine Learning Applications," 2024 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2024, pp. 1-6, doi: 10.1109/ISCV60512.2024.10620095.

Sabri My Abdelouahed; Rahmouni Abla; Ennaji Asmae; Aarab Abdellah, "Harnessing feature engineering to improve machine learning: A review of different data processing techniques," 2024 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2024, pp. 1-6, doi: 10.1109/ISCV60512.2024.10620105.

S. Zougari, M. Daoud, A. Sabri, A. Zougari, A. Chahboun and A. Azyat, "Automating the Recognition of Microservices from Business Process Analysis," 2024 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2024, pp. 1-8, doi: 10.1109/ISCV60512.2024.10620133.

Rahmouni Abla; Sabri My Abdelouahed; Aarab Abdellah, "Fine-Tuning Vision Transformers for Enhanced Skin Lesion Classification: Navigating the Challenges of Small Datasets," 2024 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2024, pp. 1-5, doi: 10.1109/ISCV60512.2024.10620127.

Khalid Al Fararni; Badraddine Aghoutane; Loukmane Maada; Fouad Nafis; Ali Yahyaouy; Jamal Riffi; Abdelouahed Sabri, "Item Based Collaborative Filtering Tourism Recommender System Using Apache Mahout," 2024 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2024, pp. 1-4, doi: 10.1109/ISCV60512.2024.10620090.

Belatik, A., Sabri, M.A., El Khoukhi, H., Aarab, A. (2024). A Comparative Review of Microcontroller Architectures in Embedded Machine Learning: The Raspberry Pi Pico (RP2040) and Arduino Nano 33 IoT (SAMD21). In: Motahhir, S., Bossoufi, B. (eds) Digital Technologies and Applications. ICDTA 2024. Lecture Notes in Networks and Systems, vol 1100. Springer, Cham. https://doi.org/10.1007/978-3-031-68660-3_41

Rahmouni, A., Sabri, M.A., Ennaji, A., Aarab, A. (2024). Skin Lesion Classification Based on Vision Transformer (ViT). In: Farhaoui, Y., Hussain, A., Saba, T., Taherdoost, H., Verma, A. (eds) Artificial Intelligence, Data Science and Applications. ICAISE 2023. Lecture Notes in Networks and Systems, vol 837. Springer, Cham. https://doi.org/10.1007/978-3-031-48465-0_63

Ennouni, A., Sabri, M.A., Aarab, A. (2024). Detection and Classification of Logos and Trademarks from Images. In: Farhaoui, Y., Hussain, A., Saba, T., Taherdoost, H., Verma, A. (eds) Artificial Intelligence, Data Science and Applications. ICAISE 2023. Lecture Notes in Networks and Systems, vol 837. Springer, Cham. https://doi.org/10.1007/978-3-031-48465-0_62

Sabri Abdelouahed, Ennouni Assia and Aarab Abdellah. "Face detection based on deep learning approaches: A comparative study".  The 4th International Conference on Intelligent Systems and Advanced Computing Sciences 26-27 October 2023 TAZA. Morocco.

Filali, Y., Errousso, H., Aghbalou, N., Alaoui, E.A.A., Sabri, M.A. (2024). Real-Time Parking Availability Classification on a Large-Area Scale. In: Ben Ahmed, M., Boudhir, A.A., El Meouche, R., Karaș, İ.R. (eds) Innovations in Smart Cities Applications Volume 7. SCA 2023. Lecture Notes in Networks and Systems, vol 906. Springer, Cham. https://doi.org/10.1007/978-3-031-53824-7_20

Sabri My Abdelouahed, El Khoukhi Hasnae, Assia Ennouni and Aarab Abdellah. "A Comparative Study of Anti-Spoofing Detection Based on Deep Learning," 2023 3rd International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET), Mohammedia, Morocco, 2023, pp. 1-6, doi: 10.1109/IRASET57153.2023.10152955.

Assia Ennouni, Sabri My Abdelouahed and Aarab Abdellah."Image Mining: Improving Image Retrieval Technique Using Variational Models and Relevance Feedback," 2023 3rd International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET), Mohammedia, Morocco, 2023, pp. 1-6, doi: 10.1109/IRASET57153.2023.10152921.

Sabri, M.A., Ennouni, A., Aarab, A. (2023). A Robust Approach for Arabic Document Images Segmentation and Indexation. In: Motahhir, S., Bossoufi, B. (eds) Digital Technologies and Applications. ICDTA 2023. Lecture Notes in Networks and Systems, vol 669. Springer, Cham. https://doi.org/10.1007/978-3-031-29860-8_55

Sabri, M.A., El Madhoune, H., Zouitni, C., Aarab, A. (2023). Image Captioning: An Understanding Study. In: Motahhir, S., Bossoufi, B. (eds) Digital Technologies and Applications. ICDTA 2023. Lecture Notes in Networks and Systems, vol 669. Springer, Cham. https://doi.org/10.1007/978-3-031-29860-8_49

Zouitni, C., Sabri, M.A., Aarab, A. (2023). A Comparison Between LSTM and Transformers for Image Captioning. In: Motahhir, S., Bossoufi, B. (eds) Digital Technologies and Applications. ICDTA 2023. Lecture Notes in Networks and Systems, vol 669. Springer, Cham. https://doi.org/10.1007/978-3-031-29860-8_50

Abdelouahed Sabri, Chaimae Zouitni, and Abdellah Aarab. A COMPARATIVE STUDY OF IMAGE CAPTIONING APPROACHES. International Anatolian Congress on Multidisciplinary Scientific Researh, Kayseri, Turkiye. December 27-29, 2023. VOLUME -III. ISBN 978-625-8254-10-5.

My Abdelouahed Sabri, Ouled Sihman Noura, Ennouni Assia, Abdellah Aarab .A POWERFUL PLANT DISEASE CLASSIFICATION BASED ON ENSEMBLE LEARNING. International Anatolian Congress on Multidisciplinary Scientific Researh, Kayseri, Turkiye. December 27-29, 2023. VOLUME -III. ISBN 978-625-8254-10-5

My Abdelouahed Sabri, Hasnae El Khoukhi, Abdellah Aarab. HARDWARE AND SOFTWARE IMPLEMENTATION OF A SKIN LESION CLASSIFICATION SYSTEM BASED ON THE ALEXNET ARCHITECTURE. International Anatolian Congress on Multidisciplinary Scientific Researh, Kayseri, Turkiye. December 27-29, 2023. VOLUME -III. ISBN 978-625-8254-10-5

Abdelilah Mbarek, Mouna Jiber, Ali Yahyaouy, Abdelouahed Sabri. Road-Traffic Data Collection: Handling Missing Data. Explainable Artificial Intelligence for Intelligent Transportation Systems. CRC Press. 2023/10/20. ISBN: 9781003324140. Pages: 119-134. doi: 10.1201/9781003324140-6

S. M. Abdelouahed, C. Meryem, Y. Ali and A. Abdellah, "Moroccan sign language recognition based on machine learning," 2022 International Conference on Intelligent Systems and Computer Vision (ISCV), 2022, pp. 1-5, doi: 10.1109/ISCV54655.2022.9806116.

Y. Filali, H. E. Khoukhi, M. A. Sabri and A. Aarab, "Analysis and Classification of Skin Cancer Based on Deep Learning Approach," 2022 International Conference on Intelligent Systems and Computer Vision (ISCV), 2022, pp. 1-6, doi: 10.1109/ISCV54655.2022.9806087.

C. Chouiekh, A. Yahyaouy, A. Aarab and A. Sabri, "Road Traffic: Deep Q-learning Agent Control Traffic lights in the intersection," 2022 International Conference on Intelligent Systems and Computer Vision (ISCV), 2022, pp. 1-5, https://doi.org/10.1109/ISCV54655.2022.9806135.

El Manaa, I., Benjelloun, F., Sabri, M.A., Yahyaouy, A., Aarab, A. (2022). Road Traffic Anomaly Detection: A Survey. In: Motahhir, S., Bossoufi, B. (eds) Digital Technologies and Applications. ICDTA 2022. Lecture Notes in Networks and Systems, vol 454. Springer, Cham. https://doi.org/10.1007/978-3-031-01942-5_77

Aberbach, H., Jeghal, A., Sabri, A., Tairi, H. (2022). E-learning Recommendation Systems: A Literature Review. In: Motahhir, S., Bossoufi, B. (eds) Digital Technologies and Applications. ICDTA 2022. Lecture Notes in Networks and Systems, vol 454. Springer, Cham. https://doi.org/10.1007/978-3-031-01942-5_36

Saidi, M., Daoud, M., Tissaoui, A., Sabri, A., Benslimane, D., Faiz, S. (2022). Automatic Microservices Identification from Association Rules of Business Process. In: Abraham, A., Gandhi, N., Hanne, T., Hong, TP., Nogueira Rios, T., Ding, W. (eds) Intelligent Systems Design and Applications. ISDA 2021. Lecture Notes in Networks and Systems, vol 418. Springer, Cham. https://doi.org/10.1007/978-3-030-96308-8_44

A. Mbarek, M. Jiber, A. Yahyaouy and A. Sabri, "A new model for black spots identification using Weighted Severity Index," 2021 Fifth International Conference On Intelligent Computing in Data Sciences (ICDS), 2021, pp. 1-7, https://doi.org/10.1109/ICDS53782.2021.9626758.

Ennouni A., Sihamman N.O., Sabri M.A., Aarab A. (2021) Analysis and Classification of Plant Diseases Based on Deep Learning. In: Motahhir S., Bossoufi B. (eds) Digital Technologies and Applications. ICDTA 2021. Lecture Notes in Networks and Systems, vol 211. Springer, Cham. https://doi.org/10.1007/978-3-030-73882-2_12

Ennouni A., Sabri M.A., Aarab A. (2021) Plant Diseases Detection and Classification Based on Image Processing and Machine Learning. In: Gherabi N., Kacprzyk J. (eds) Intelligent Systems in Big Data, Semantic Web and Machine Learning. Advances in Intelligent Systems and Computing, vol 1344. Springer, Cham. ISBN: 978-3-030-72588-4. https://doi.org/10.1007/978-3-030-72588-4_20

Sabri, M.A., Filali, Y., Fathi, S., Aarab, A. (2021). Detection, Analysis and Classification of Skin Lesions: Challenges and Opportunities. In: Gherabi, N., Kacprzyk, J. (eds) Intelligent Systems in Big Data, Semantic Web and Machine Learning. Advances in Intelligent Systems and Computing, vol 1344. Springer, Cham. https://doi.org/10.1007/978-3-030-72588-4_14

El Alaoui D., Riffi J., Aghoutane B., Sabri A., Yahyaouy A., Tairi H. (2021) Overview of the Main Recommendation Approaches for the Scientific Articles. In: Fakir M., Baslam M., El Ayachi R. (eds) Business Intelligence. CBI 2021. Lecture Notes in Business Information Processing, vol 416. Springer, Cham. https://doi.org/10.1007/978-3-030-76508-8_9

El Alaoui D., Riffi J., Aghoutane B., Sabri A., Yahyaouy A., Tairi H. (2021) Collaborative Filtering: Comparative Study Between Matrix Factorization and Neural Network Method. In: Georgiou C., Majumdar R. (eds) Networked Systems. NETYS 2020. Lecture Notes in Computer Science, vol 12129. Springer, Cham. https://doi.org/10.1007/978-3-030-67087-0_24

Mesbah M., Yahyaouy A., Sabri M.A. (2022) Intersection Management Approach based on Multi-agent System. In: Bennani S., Lakhrissi Y., Khaissidi G., Mansouri A., Khamlichi Y. (eds) WITS 2020. Lecture Notes in Electrical Engineering, vol 745. Springer, Singapore. https://doi.org/10.1007/978-981-33-6893-4_15

A. Hicham, A. Jeghal, A. Sabri and H. Tairi, "A Survey on Educational Data Mining [2014-2019]," 2020 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2020, pp. 1-6, doi: 10.1109/ISCV49265.2020.9204013.

A. Mbarek, M. Jiber, A. Yahyaouy and A. Sabri, "Road traffic mortality in Morocco: Analysis of statistical data," 2020 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2020, pp. 1-7, doi: 10.1109/ISCV49265.2020.9204325.

F. Benjelloun, I. E. Manaa, M. A. Sabri, A. Yahyaouy and A. Aarab, "The comparison between two methods of object detection: Fast Yolo model and Delaunay Triangulation," 2020 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2020, pp. 1-6, doi: 10.1109/ISCV49265.2020.9204197.

M. A. Sabri, Y. Filali, H. El Khoukhi and A. Aarab, "Skin Cancer Diagnosis Using an Improved Ensemble Machine Learning model," 2020 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, 2020, pp. 1-5, doi: 10.1109/ISCV49265.2020.9204324.

Ibrahim K., Filali Y., Sabri M.A., Aarab A. (2021) Embedded Skin Cancer Detection and Classification on Raspberry Pi.  Artificial Intelligence and Industrial Applications. A2IA 2020. Lecture Notes in Networks and Systems, vol 144. Springer, Cham. https://doi.org/10.1007/978-3-030-53970-2_28

Imane El Manaa, My Abdelouahed Sabri and Abdellah Aarab. Classification and segmentation approach for detecting moving object in road applications. International Conference on Intelligent Systems and Advanced Computing Sciences (ISACS'19). 26-27 Dec 2019 TAZA, Morocco.

Benjelloun Fadwa, Yahyaouy Ali, Sabri Abdelouahed and Abbad Khalid. Comparison of two vehicle detection methods based on the oriented gradients histogram and the deep neural network. International Conference on Intelligent Systems and Advanced Computing Sciences (ISACS'19). 26-27 Dec 2019 TAZA, Morocco

Driss El Alaoui, Jamal Riffi, Badraddine Aghoutane, Abdelouahed Sabri, Ali Yahyaouy, Hamid Tairi. "Recommendation system for scientific articles: Comparative study of the main recommendation approaches". The first international Conference on Smart Information & Communication Technologies (SmartICT’19). 26-28 September 2019. Saïdia, Morocco.

Hasnae El Khoukhi, Mohammed Idriss Faiz, Ali Yahyaouy and My Abdelouahed Sabri, "An efficiency study of Adaptive Median Filtering for image denoising, based on a hardware implementation". The 1st international conference on Embedded Systems and Artificial Intelligence (ESAI'19). May 02-03, 2019. Fez, Morocco

Youssef Filali, My Abdelouahed Sabri and Abdellah Aarab, "Improving skin cancer classification based on features fusion and selection". The 1st international conference on Embedded Systems and Artificial Intelligence (ESAI'19). May 02-03, 2019 | Fez, Morocco

Khalid Al Fararni, Badraddine Aghoutane, Jamal Riffi, Abdelouahed Sabri and Ali Yahyaouy, "Comparative Study on Approaches of Recommendation Systems," The 1st international conference on Embedded Systems and Artificial Intelligence (ESAI'19). May 02-03, 2019 | Fez, Morocco

Samah Elkah, Siham Aqel, Sabri Abdelouahed and Aarab Abdellah, "Region-based Background modeling and subtraction using textural features". The 1st international conference on Embedded Systems and Artificial Intelligence (ESAI'19). May 02-03, 2019 | Fez, Morocco.

H. El Khoukhi, Y. Filali, A. Yahyaouy, M. A. Sabri and A. Aarab, "A hardware Implementation of OTSU Thresholding Method for Skin Cancer Image Segmentation," 2019 International Conference on Wireless Technologies, Embedded and Intelligent Systems (WITS), April 03-04, Fez, Morocco, 2019, pp. 1-5. doi: 10.1109/WITS.2019.8723815.

A. S. Houssaini, M. A. Sabri, H. Qjidaa and A. Aarab, "Real-Time Driver's Hypovigilance Detection using Facial Landmarks," 2019 International Conference on Wireless Technologies, Embedded and Intelligent Systems (WITS), April 03-04, Fez, Morocco, 2019, pp. 1-4. doi: 10.1109/WITS.2019.8723768

Y. Filali, H. El Khoukhi, M. A. Sabri, A. Yahyaouy and A. Aarab, "Texture Classification of skin lesion using convolutional neural network," 2019 International Conference on Wireless Technologies, Embedded and Intelligent Systems (WITS), April 03-04, Fez, Morocco, 2019, pp. 1-5. doi: 10.1109/WITS.2019.8723791

Sabri, My Abdelouahed, Filali, Youssef, Ennouni, Assia, Yahyaouy, Ali and Aarab, Abdellah. "2. An overview of skin lesion segmentation, features engineering, and classification". Intelligent Decision Support Systems: Applications in Signal Processing, edited by Surekha Borra, Nilanjan Dey, Siddhartha Bhattacharyya and Mohamed Salim Bouhlel, Berlin, Boston: De Gruyter, 2019, pp. 31-52. https://doi.org/10.1515/9783110621105-002

Samah El Kah, Siham Aqel, My Abdelouahed Sabri, Abdellah Aarab. "Background Modeling Method Based On Quad Tree Decomposition and Contrast Measure". The second International Conference On Intelligent Computing in Data Sciences (ICDS'2018). October 03-04-05, 2018 Fez-Morocco. Procedia Computer Science. Volume 148, 2019, Pages 610-617. 

Imad Lamouik; Ali Yahyaouy; My Abdelouahed Sabri. "Deep neural network dynamic traffic routing system for vehicles," 2018 International Conference on Intelligent Systems and Computer Vision (ISCV). Pages: 1-4. ISBN: 978-1-5386-4396-9. DOI: 10.1109/ISACV.2018.8354012. 2-4 April 2018. Fez, Morocco.

Mouna Jiber; Imad Lamouik; Yahyaouy Ali; My Abdelouahed Sabri. "Traffic flow prediction using neural network". 2018 International Conference on Intelligent Systems and Computer Vision (ISCV). Pages: 1-4. ISBN: 978-1-5386-4396-9. DOI: 10.1109/ISACV.2018.8354066. 2-4 April 2018. Fez, Morocco.

Youssef Filali; Assia Ennouni; My Abdelouahed Sabri; Abdellah Aarab. "A study of lesion skin segmentation, features selection and classification approaches," 2018 International Conference on Intelligent Systems and Computer Vision (ISCV). Pages: 1-4. ISBN: 978-1-5386-4396-9. DOI: 10.1109/ISACV.2018.8354069. 2-4 April 2018. Fez, Morocco.

Hasnae El Khoukhi; My Abdelouahed Sabri. "Comparative study between HDLs simulation and Matlab for image processing," 2018 International Conference on Intelligent Systems and Computer Vision (ISCV). Pages: 1-4. ISBN: 978-1-5386-4396-9. DOI: 10.1109/ISACV.2018.8354046. 2-4 April 2018. Fez, Morocco.

M. Amahrir, M. A. Sabri and A. Aarab, "A review on image segmentation based on multi-agent systems," 2017 Intelligent Systems Conference (IntelliSys), Pages: 614-621. ISBN: 978-1-5090-6435-9. DOI: 10.1109/IntelliSys.2017.8324358. 7-8 Sept. 2017. London. UK.

Youssef Filali; My Abdelouahed Sabri; Abdellah Aarab. “An improved approach for skin lesion analysis based on multiscale decomposition”. 2017 International Conference on Electrical and Information Technologies (ICEIT). ISBN: 978-1-5386-1516-4. DOI: 10.1109/EITech.2017.8255250. 15-18 Nov. 2017. Rabat, Morocco.

Youssef Filali; Assia Ennouni; My Abdelouahed Sabri; Abdellah Aarab. “Multiscale approach for skin lesion analysis and classification”. 2017 International Conference on Advanced Technologies for Signal and Image Processing (ATSIP). ISBN: 978-1-5386-0551-6. DOI: 10.1109/ATSIP.2017.8075545. 22-24 May 2017. Fez, Morocco.

Imad Lamouik; Ali Yahyaouy; My Abdelouahed Sabri. “Smart multi-agent traffic coordinator for autonomous vehicles at intersections”. 2017 International Conference on Advanced Technologies for Signal and Image Processing (ATSIP). ). ISBN: 978-1-5386-0551-6. DOI: 10.1109/ATSIP.2017.8075545. 22-24 May 2017. Fez, Morocco.

Assia Ennouni; Youssef Filali; My Abdelouahed Sabri; Abdellah Aarab. “A review on image mining”. 2017 Intelligent Systems and Computer Vision (ISCV). pp. 1-7. Print on Demand(PoD) ISBN: 978-1-5090-4063-6. Electronic ISBN: 978-1-5090-4062-9. DOI: 10.1109/ISACV.2017.8054916. 17-19 April 2017. Fez, Morocco

Najoua Ayache; Ali Yahyaouy; Sabri My Abdelouahed. “An autonomous vehicular system based on muli-agents control: Architecture and behavior simulation”. 2017 Intelligent Systems and Computer Vision (ISCV). pp. 1-7. Print on Demand(PoD) ISBN: 978-1-5090-4063-6. Electronic ISBN: 978-1-5090-4062-9. DOI: 10.1109/ISACV.2017.8054916. 17-19 April 2017. Fez, Morocco

Chahinaze Ameur; Sanaa Faquir; Ali Yahyaouy; My Abdelouahed Sabri. “An approach for revising a fuzzy logic controller using Q-learning algorithm”. 2017 Intelligent Systems and Computer Vision (ISCV). pp. 1-6. Print on Demand(PoD) ISBN: 978-1-5090-4063-6. Electronic ISBN: 978-1-5090-4062-9. DOI: 10.1109/ISACV.2017.8054916. 17-19 April 2017. Fez, Morocco

Siham Aqel; Abdeslam Hmimid; My Abdelouahed Sabri; Abdellah Aarab. “Road traffic: Vehicle detection and classification”. 2017 Intelligent Systems and Computer Vision (ISCV). pp. 1-7. Print on Demand(PoD) ISBN: 978-1-5090-4063-6. Electronic ISBN: 978-1-5090-4062-9. DOI: 10.1109/ISACV.2017.8054916. 17-19 April 2017.Fez, Morocco

 Sabri, M.A., Ennouni, A., Aarab, A.. "Automatic estimation of clusters number for K-means”. 2016 4th IEEE International Colloquium on Information Science and Technology (CiSt). Pages: 450 - 454, DOI: 10.1109/CIST.2016.7805089. Electronic ISSN: 2327-1884. 24-26 Oct. 2016. Tangier, Morocco

Ennouni, A., Sabri, M.A., Senhaji, S., Aarab, A.. " Robust approach for textured image clustering”. 2016 4th IEEE International Colloquium on Information Science and Technology (CiSt). Pages: 465 - 470, DOI: 10.1109/CIST.2016.7805089. Electronic ISSN: 2327-1884. 24-26 Oct. 2016. Tangier, Morocco

Siham Aqel; Abdellah Aarab; My Abdelouahed Sabri. “Shadow detection and removal for traffic sequences”. 2016 IEEE International Conference on Electrical and Information Technologies (ICEIT). Pages: 168 - 173, DOI: 10.1109/EITech.2016.7519583. 4-7 May 2016. Marakkech, Morocco.

Siham Aqel; Abdellah Aarab; My Abdelouahed Sabri. “Traffic video surveillance: Background modeling and shadow elimination”. 2016 IEEE International Conference on Information Technology for Organizations Development (IT4OD). Pages: 1 - 6, DOI: 10.1109/IT4OD.2016.7479290. 30 March-1 April 2016

Siham Aqel; Abdellah Aarab; My Abdelouahed Sabri. “Split procedure combined with entropy for background model”. 2015 Third World Conference on Complex Systems (WCCS). Pages: 1 - 5, DOI: 10.1109/ICoCS.2015.7483266. Electronic ISBN: 978-1-4673-9669-1. 23-25 Nov. 2015. Fez, Morocco

Faten Ben Arfia; Mohamed Ben Messaoud; Abdelouahed Sabri. “Choosing interpolation RBF function in image filtering with the Bidimentional Empirical Modal Decomposition”. 2014 1st International Conference on Advanced Technologies for Signal and Image Processing (ATSIP). Pages: 361 - 366, DOI: 10.1109/ATSIP.2014.6834637. Electronic ISBN: 978-1-4799-4888-8. Print on Demand(PoD) ISBN: 978-1-4799-4887-1. 17-19 March 2014

Faten Ben Arfia; Abdelouahed Sabri; Mohamed Ben Messaoud; Mohamed Abid. “The bidimensional empirical mode decomposition with 2D-DWT for gaussian image denoising”. 2011 17th International Conference on Digital Signal Processing (DSP). Pages: 1 - 5, DOI: 10.1109/ICDSP.2011.6004908. Electronic ISBN: 978-1-4577-0274-7. Print ISBN: 978-1-4577-0273-0. CD-ROM ISBN: 978-1-4577-0272-3. Print on Demand(PoD) ISBN: 978-1-4577-0273-0. 6-8 July 2011.

FB Arfia, A Sabri, MB Messaoud, M Abid. “The Modified Bidimensional Empirical Mode Decomposition for Color Image Decomposition”. Proceedings of the World Congress on Engineering. Volume: 2. 2011

A Benkuider, A Sabri, AA Aarab. "Recherche d'image par le contenu visuel utilisant la décomposition BEMD et le modéle Gamma généralisé des IMFs”. 42èmes Journées de Statistique, 2010, Marseille, France, France. 2010.

A SABRI, M KAROUD, H TAIRI, A AARAB. “Image Watermarking Using the Empirical Mode Decomposition”. 5th International Conference: Sciences of Electronic, Technologies of Information and Telecommunications (SETIT 2009). Pages: 1-5. March 22-26, 2009 – TUNISIA

MA Sabri, M Karoud, H Tairi, A Aarab. "Décomposition en Mode Empirique bidimensionnelle: Choix de la fonction d’interpolation". Proceding colloque international telecom’2007 & 5èmes JFMMA 14, 15 & 16 mars 2007 Fez, Morocco.