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2. Density-based clustering with fully-convolutional networks for crowd flow detection from drones

Author

Castellano, Giovanna, Cotardo, Eugenio, Mencar, Corrado, and Vessio, Gennaro

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Crowd analysis from drones has attracted increasing attention in recent times due to the ease of use and affordable cost of these devices. However, how this technology can provide a solution to crowd flow detection is still an unexplored research question. To this end, we propose a crowd flow detection method for video sequences shot by a drone. The method is based on a fully-convolutional network that learns to perform crowd clustering in order to detect the centroids of crowd-dense areas and track their movement in consecutive frames. The proposed method proved effective and efficient when tested on the Crowd Counting datasets of the VisDrone challenge, characterized by video sequences rather than still images. The encouraging results show that the proposed method could open up new ways of analyzing high-level crowd behavior from drones., Comment: Accepted manuscript

Published
2023
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3. VisDrone-CC2020: The Vision Meets Drone Crowd Counting Challenge Results

Author

Du, Dawei, Wen, Longyin, Zhu, Pengfei, Fan, Heng, Hu, Qinghua, Ling, Haibin, Shah, Mubarak, Pan, Junwen, Al-Ali, Ali, Mohamed, Amr, Imene, Bakour, Dong, Bin, Zhang, Binyu, Nesma, Bouchali Hadia, Xu, Chenfeng, Duan, Chenzhen, Castiello, Ciro, Mencar, Corrado, Liang, Dingkang, Krüger, Florian, Vessio, Gennaro, Castellano, Giovanna, Wang, Jieru, Gao, Junyu, Abualsaud, Khalid, Ding, Laihui, Zhao, Lei, Cianciotta, Marco, Saqib, Muhammad, Almaadeed, Noor, Elharrouss, Omar, Lyu, Pei, Wang, Qi, Liu, Shidong, Qiu, Shuang, Pan, Siyang, Al-Maadeed, Somaya, Khan, Sultan Daud, Khattab, Tamer, Han, Tao, Golda, Thomas, Xu, Wei, Bai, Xiang, Xu, Xiaoqing, Li, Xuelong, Zhao, Yanyun, Tian, Ye, Lin, Yingnan, Xu, Yongchao, Yao, Yuehan, Xu, Zhenyu, Zhao, Zhijian, Luo, Zhipeng, Wei, Zhiwei, and Zhao, Zhiyuan

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

Crowd counting on the drone platform is an interesting topic in computer vision, which brings new challenges such as small object inference, background clutter and wide viewpoint. However, there are few algorithms focusing on crowd counting on the drone-captured data due to the lack of comprehensive datasets. To this end, we collect a large-scale dataset and organize the Vision Meets Drone Crowd Counting Challenge (VisDrone-CC2020) in conjunction with the 16th European Conference on Computer Vision (ECCV 2020) to promote the developments in the related fields. The collected dataset is formed by $3,360$ images, including $2,460$ images for training, and $900$ images for testing. Specifically, we manually annotate persons with points in each video frame. There are $14$ algorithms from $15$ institutes submitted to the VisDrone-CC2020 Challenge. We provide a detailed analysis of the evaluation results and conclude the challenge. More information can be found at the website: \url{http://www.aiskyeye.com/}., Comment: The method description of A7 Mutil-Scale Aware based SFANet (M-SFANet) is updated and missing references are added

Published
2021

4. A Bayesian Interpretation of Fuzzy C-Means

Author

Mencar, Corrado, Castiello, Ciro, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Massanet, Sebastia, editor, Montes, Susana, editor, Ruiz-Aguilera, Daniel, editor, and González-Hidalgo, Manuel, editor

Published
2023
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6. Human Detection in Drone Images Using YOLO for Search-and-Rescue Operations

Author

Caputo, Sergio, Castellano, Giovanna, Greco, Francesco, Mencar, Corrado, Petti, Niccolò, Vessio, Gennaro, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bandini, Stefania, editor, Gasparini, Francesca, editor, Mascardi, Viviana, editor, Palmonari, Matteo, editor, and Vizzari, Giuseppe, editor

Published
2022
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7. Connections Between Granular Counts and Twofold Fuzzy Sets

Author

Mencar, Corrado, Dubois, Didier, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Ciucci, Davide, editor, Couso, Inés, editor, Medina, Jesús, editor, Ślęzak, Dominik, editor, Petturiti, Davide, editor, Bouchon-Meunier, Bernadette, editor, and Yager, Ronald R., editor

Published
2022
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9. Designing Interpretable Fuzzy Systems

Author

Alonso Moral, Jose Maria, Castiello, Ciro, Magdalena, Luis, Mencar, Corrado, Kacprzyk, Janusz, Series Editor, Alonso Moral, Jose Maria, Castiello, Ciro, Magdalena, Luis, and Mencar, Corrado

Published
2021
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13. An Overview of Fuzzy Systems

Author

Alonso Moral, Jose Maria, Castiello, Ciro, Magdalena, Luis, Mencar, Corrado, Kacprzyk, Janusz, Series Editor, Alonso Moral, Jose Maria, Castiello, Ciro, Magdalena, Luis, and Mencar, Corrado

Published
2021
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18. Possibilistic Bounds for Granular Counting

Author

Mencar, Corrado, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Lesot, Marie-Jeanne, editor, Vieira, Susana, editor, Reformat, Marek Z., editor, Carvalho, João Paulo, editor, Wilbik, Anna, editor, Bouchon-Meunier, Bernadette, editor, and Yager, Ronald R., editor

Published
2020
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19. Multi-view Convolutional Network for Crowd Counting in Drone-Captured Images

Author

Castellano, Giovanna, Castiello, Ciro, Cianciotta, Marco, Mencar, Corrado, Vessio, Gennaro, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bartoli, Adrien, editor, and Fusiello, Andrea, editor

Published
2020
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20. VisDrone-CC2020: The Vision Meets Drone Crowd Counting Challenge Results

Author

Du, Dawei, Wen, Longyin, Zhu, Pengfei, Fan, Heng, Hu, Qinghua, Ling, Haibin, Shah, Mubarak, Pan, Junwen, Al-Ali, Ali, Mohamed, Amr, Imene, Bakour, Dong, Bin, Zhang, Binyu, Nesma, Bouchali Hadia, Xu, Chenfeng, Duan, Chenzhen, Castiello, Ciro, Mencar, Corrado, Liang, Dingkang, Krüger, Florian, Vessio, Gennaro, Castellano, Giovanna, Wang, Jieru, Gao, Junyu, Abualsaud, Khalid, Ding, Laihui, Zhao, Lei, Cianciotta, Marco, Saqib, Muhammad, Almaadeed, Noor, Elharrouss, Omar, Lyu, Pei, Wang, Qi, Liu, Shidong, Qiu, Shuang, Pan, Siyang, Al-Maadeed, Somaya, Khan, Sultan Daud, Khattab, Tamer, Han, Tao, Golda, Thomas, Xu, Wei, Bai, Xiang, Xu, Xiaoqing, Li, Xuelong, Zhao, Yanyun, Tian, Ye, Lin, Yingnan, Xu, Yongchao, Yao, Yuehan, Xu, Zhenyu, Zhao, Zhijian, Luo, Zhipeng, Wei, Zhiwei, Zhao, Zhiyuan, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bartoli, Adrien, editor, and Fusiello, Andrea, editor

Published
2020
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21. Crowd Detection for Drone Safe Landing Through Fully-Convolutional Neural Networks

Author

Castellano, Giovanna, Castiello, Ciro, Mencar, Corrado, Vessio, Gennaro, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Chatzigeorgiou, Alexander, editor, Dondi, Riccardo, editor, Herodotou, Herodotos, editor, Kapoutsis, Christos, editor, Manolopoulos, Yannis, editor, Papadopoulos, George A., editor, and Sikora, Florian, editor

Published
2020
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23. Looking at the Branches and Roots

Author

Mencar, Corrado, 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, Fullér, Robert, editor, Giove, Silvio, editor, and Masulli, Francesco, editor

Published
2019
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24. Paving the Way to Explainable Artificial Intelligence with Fuzzy Modeling : Tutorial

Author

Mencar, Corrado, Alonso, José M., 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, Fullér, Robert, editor, Giove, Silvio, editor, and Masulli, Francesco, editor

Published
2019
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25. Enhancing the DISSFCM Algorithm for Data Stream Classification

Author

Casalino, Gabriella, Castellano, Giovanna, Fanelli, Anna Maria, Mencar, Corrado, 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, Fullér, Robert, editor, Giove, Silvio, editor, and Masulli, Francesco, editor

Published
2019
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35. A Bibliometric Analysis of the Explainable Artificial Intelligence Research Field

Author

Alonso, Jose M., Castiello, Ciro, Mencar, Corrado, Barbosa, Simone Diniz Junqueira, Series Editor, Chen, Phoebe, Series Editor, Filipe, Joaquim, Series Editor, Kotenko, Igor, Series Editor, Sivalingam, Krishna M., Series Editor, Washio, Takashi, Series Editor, Yuan, Junsong, Series Editor, Zhou, Lizhu, Series Editor, Medina, Jesús, editor, Ojeda-Aciego, Manuel, editor, Verdegay, José Luis, editor, Pelta, David A., editor, Cabrera, Inma P., editor, Bouchon-Meunier, Bernadette, editor, and Yager, Ronald R., editor

Published
2018
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40. VisDrone-CC2020: The Vision Meets Drone Crowd Counting Challenge Results

Author

Du, Dawei, primary, Wen, Longyin, additional, Zhu, Pengfei, additional, Fan, Heng, additional, Hu, Qinghua, additional, Ling, Haibin, additional, Shah, Mubarak, additional, Pan, Junwen, additional, Al-Ali, Ali, additional, Mohamed, Amr, additional, Imene, Bakour, additional, Dong, Bin, additional, Zhang, Binyu, additional, Nesma, Bouchali Hadia, additional, Xu, Chenfeng, additional, Duan, Chenzhen, additional, Castiello, Ciro, additional, Mencar, Corrado, additional, Liang, Dingkang, additional, Krüger, Florian, additional, Vessio, Gennaro, additional, Castellano, Giovanna, additional, Wang, Jieru, additional, Gao, Junyu, additional, Abualsaud, Khalid, additional, Ding, Laihui, additional, Zhao, Lei, additional, Cianciotta, Marco, additional, Saqib, Muhammad, additional, Almaadeed, Noor, additional, Elharrouss, Omar, additional, Lyu, Pei, additional, Wang, Qi, additional, Liu, Shidong, additional, Qiu, Shuang, additional, Pan, Siyang, additional, Al-Maadeed, Somaya, additional, Khan, Sultan Daud, additional, Khattab, Tamer, additional, Han, Tao, additional, Golda, Thomas, additional, Xu, Wei, additional, Bai, Xiang, additional, Xu, Xiaoqing, additional, Li, Xuelong, additional, Zhao, Yanyun, additional, Tian, Ye, additional, Lin, Yingnan, additional, Xu, Yongchao, additional, Yao, Yuehan, additional, Xu, Zhenyu, additional, Zhao, Zhijian, additional, Luo, Zhipeng, additional, Wei, Zhiwei, additional, and Zhao, Zhiyuan, additional

Published
2020
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41. Intelligent Twitter Data Analysis Based on Nonnegative Matrix Factorizations

Author

Casalino, Gabriella, Castiello, Ciro, Del Buono, Nicoletta, Mencar, Corrado, 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, Gervasi, Osvaldo, editor, Murgante, Beniamino, editor, Misra, Sanjay, editor, Borruso, Giuseppe, editor, Torre, Carmelo M., editor, Rocha, Ana Maria A.C., editor, Taniar, David, editor, Apduhan, Bernady O., editor, Stankova, Elena, editor, and Cuzzocrea, Alfredo, editor

Published
2017
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42. Q-matrix Extraction from Real Response Data Using Nonnegative Matrix Factorizations

Author

Casalino, Gabriella, Castiello, Ciro, Del Buono, Nicoletta, Esposito, Flavia, Mencar, Corrado, 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, Gervasi, Osvaldo, editor, Murgante, Beniamino, editor, Misra, Sanjay, editor, Borruso, Giuseppe, editor, Torre, Carmelo M., editor, Rocha, Ana Maria A.C., editor, Taniar, David, editor, Apduhan, Bernady O., editor, Stankova, Elena, editor, and Cuzzocrea, Alfredo, editor

Published
2017
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43. A System for Fuzzy Granulation of OWL Ontologies

Author

Lisi, Francesca A., Mencar, Corrado, 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, Petrosino, Alfredo, editor, Loia, Vincenzo, editor, and Pedrycz, Witold, editor

Published
2017
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45. Managing NGS Differential Expression Uncertainty with Fuzzy Sets

Author

Consiglio, Arianna, Mencar, Corrado, Grillo, Giorgio, Liuni, Sabino, 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, Angelini, Claudia, editor, Rancoita, Paola MV, editor, and Rovetta, Stefano, editor

Published
2016
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