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6. Deep interpretable architecture for plant diseases classification

Author

Brahimi, Mohammed, Mahmoudi, Said, Boukhalfa, Kamel, and Moussaoui, Abdelouhab

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Recently, many works have been inspired by the success of deep learning in computer vision for plant diseases classification. Unfortunately, these end-to-end deep classifiers lack transparency which can limit their adoption in practice. In this paper, we propose a new trainable visualization method for plant diseases classification based on a Convolutional Neural Network (CNN) architecture composed of two deep classifiers. The first one is named Teacher and the second one Student. This architecture leverages the multitask learning to train the Teacher and the Student jointly. Then, the communicated representation between the Teacher and the Student is used as a proxy to visualize the most important image regions for classification. This new architecture produces sharper visualization than the existing methods in plant diseases context. All experiments are achieved on PlantVillage dataset that contains 54306 plant images., Comment: 10 pages, 8 figures, Submitted to Signal Processing Algorithms, Architectures, Arrangements and Applications (SPA2019), https://github.com/Tahedi1/Teacher_Student_Architecture

Published
2019

7. Causality Analysis Method and Model Related to Why-Question Answering in Business Intelligence Context

Author

Guessoum, Meriem Amel, Djiroun, Rahma, Boukhalfa, Kamel, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Senouci, Mustapha Reda, editor, Boulahia, Said Yacine, editor, and Benatia, Mohamed Akrem, editor

Published
2022
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8. A Social Media Approach for Improving Decision-Making Systems

Author

Sadat, Islam, Boukhalfa, Kamel, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Lejdel, Brahim, editor, Clementini, Eliseo, editor, and Alarabi, Louai, editor

Published
2022
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9. Ranking Social Media News Feeds: A Comparative Study of Personalized and Non-personalized Prediction Models

Author

Belkacem, Sami, Boukhalfa, Kamel, Boussaid, Omar, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Lejdel, Brahim, editor, Clementini, Eliseo, editor, and Alarabi, Louai, editor

Published
2022
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10. New Insights on the Marine to Non-marine Oligo-Miocene Deposits of Northern Tunisia: Sedimentary Events and Paleogeography

Author

Boukhalfa, Kamel, Soussi, Mohamed, Özcan, Ercan, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, O. Gawad, Iman, Editorial Board Member, Nayyar, Anand, Editorial Board Member, Amer, Mourad, Series Editor, Çiner, Attila, editor, Grab, Stefan, editor, Jaillard, Etienne, editor, Doronzo, Domenico, editor, Michard, André, editor, Rabineau, Marina, editor, and Chaminé, Helder I., editor

Published
2022
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11. Facies and Architecture of a Tide-Dominated Estuary in the Lower Cretaceous Sidi Aich Formation of the Chotts Basin, Southern Tunisia

Author

Boukhalfa, Kamel, Soussi, Mohamed, Ali, Walid Ben, Ouaja, Mohamed, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, O. Gawad, Iman, Editorial Board Member, Nayyar, Anand, Editorial Board Member, Amer, Mourad, Series Editor, Çiner, Attila, editor, Grab, Stefan, editor, Jaillard, Etienne, editor, Doronzo, Domenico, editor, Michard, André, editor, Rabineau, Marina, editor, and Chaminé, Helder I., editor

Published
2022
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24. Minimizing Negative Influence in Social Networks: A Graph OLAP Based Approach

Author

Challal, Zakia, Boussaid, Omar, Boukhalfa, Kamel, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Benslimane, Djamal, editor, Damiani, Ernesto, editor, Grosky, William I., editor, Hameurlain, Abdelkader, editor, Sheth, Amit, editor, and Wagner, Roland R., editor

Published
2017
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28. A Cost Model for DBaaS Storage

Author

Boukhelef, Djillali, Boukhobza, Jalil, Boukhalfa, Kamel, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Hartmann, Sven, editor, and Ma, Hui, editor

Published
2016
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33. SOLAP On-the-Fly Generalization Approach Based on Spatial Hierarchical Structures

Author

Ziouel, Tahar, Amieur-Derbal, Khalissa, Boukhalfa, Kamel, Rannenberg, Kai, Editor-in-chief, Sakarovitch, Jacques, Series editor, Goedicke, Michael, Series editor, Tatnall, Arthur, Series editor, Neuhold, Erich J., Series editor, Pras, Aiko, Series editor, Tröltzsch, Fredi, Series editor, Pries-Heje, Jan, Series editor, Whitehouse, Diane, Series editor, Reis, Ricardo, Series editor, Murayama, Yuko, Series editor, Dillon, Tharam, Series editor, Gulliksen, Jan, Series editor, Rauterberg, Matthias, Series editor, Amine, Abdelmalek, editor, Bellatreche, Ladjel, editor, Elberrichi, Zakaria, editor, and Wrembel, Robert, editor

Published
2015
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34. A First Framework for Top-K Cubes Queries

Author

Djiroun, Rahma, Bimonte, Sandro, Boukhalfa, Kamel, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Jeusfeld, Manfred A., editor, and Karlapalem, Kamalakar, editor

Published
2015
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39. Immune Algorithm for Bitmap Join Indexes

Author

Gacem, Amina, Boukhalfa, Kamel, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Huang, Tingwen, editor, Zeng, Zhigang, editor, Li, Chuandong, editor, and Leung, Chi Sing, editor

Published
2012
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41. Yet Another Algorithms for Selecting Bitmap Join Indexes

Author

Bellatreche, Ladjel, Boukhalfa, Kamel, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Bach Pedersen, Torben, editor, Mohania, Mukesh K., editor, and Tjoa, A Min, editor

Published
2010
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43. SimulPh.D.: A Physical Design Simulator Tool

Author

Bellatreche, Ladjel, Boukhalfa, Kamel, Alimazighi, Zaia, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Bhowmick, Sourav S., editor, Küng, Josef, editor, and Wagner, Roland, editor

Published
2009
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44. Data Partitioning in Data Warehouses: Hardness Study, Heuristics and ORACLE Validation

Author

Bellatreche, Ladjel, Boukhalfa, Kamel, Richard, Pascal, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Song, Il-Yeol, editor, Eder, Johann, editor, and Nguyen, Tho Manh, editor

Published
2008
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45. Pruning Search Space of Physical Database Design

Author

Bellatreche, Ladjel, Boukhalfa, Kamel, Mohania, Mukesh, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Wagner, Roland, editor, Revell, Norman, editor, and Pernul, Günther, editor

Published
2007
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46. SAGA: A Combination of Genetic and Simulated Annealing Algorithms for Physical Data Warehouse Design

Author

Bellatreche, Ladjel, Boukhalfa, Kamel, Abdalla, Hassan Ismail, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Bell, David A., editor, and Hong, Jun, editor

Published
2006
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47. An Evolutionary Approach to Schema Partitioning Selection in a Data Warehouse

Author

Bellatreche, Ladjel, Boukhalfa, Kamel, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Tjoa, A Min, editor, and Trujillo, Juan, editor

Published
2005
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