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9. The 8th AI City Challenge

Author

Wang, Shuo, Anastasiu, David C., Tang, Zheng, Chang, Ming-Ching, Yao, Yue, Zheng, Liang, Rahman, Mohammed Shaiqur, Arya, Meenakshi S., Sharma, Anuj, Chakraborty, Pranamesh, Prajapati, Sanjita, Kong, Quan, Kobori, Norimasa, Gochoo, Munkhjargal, Otgonbold, Munkh-Erdene, Alnajjar, Fady, Batnasan, Ganzorig, Chen, Ping-Yang, Hsieh, Jun-Wei, Wu, Xunlei, Pusegaonkar, Sameer Satish, Wang, Yizhou, Biswas, Sujit, and Chellappa, Rama

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning
Abstract

The eighth AI City Challenge highlighted the convergence of computer vision and artificial intelligence in areas like retail, warehouse settings, and Intelligent Traffic Systems (ITS), presenting significant research opportunities. The 2024 edition featured five tracks, attracting unprecedented interest from 726 teams in 47 countries and regions. Track 1 dealt with multi-target multi-camera (MTMC) people tracking, highlighting significant enhancements in camera count, character number, 3D annotation, and camera matrices, alongside new rules for 3D tracking and online tracking algorithm encouragement. Track 2 introduced dense video captioning for traffic safety, focusing on pedestrian accidents using multi-camera feeds to improve insights for insurance and prevention. Track 3 required teams to classify driver actions in a naturalistic driving analysis. Track 4 explored fish-eye camera analytics using the FishEye8K dataset. Track 5 focused on motorcycle helmet rule violation detection. The challenge utilized two leaderboards to showcase methods, with participants setting new benchmarks, some surpassing existing state-of-the-art achievements., Comment: Summary of the 8th AI City Challenge Workshop in conjunction with CVPR 2024

Published
2024

12. The 7th AI City Challenge

Author

Naphade, Milind, Wang, Shuo, Anastasiu, David C., Tang, Zheng, Chang, Ming-Ching, Yao, Yue, Zheng, Liang, Rahman, Mohammed Shaiqur, Arya, Meenakshi S., Sharma, Anuj, Feng, Qi, Ablavsky, Vitaly, Sclaroff, Stan, Chakraborty, Pranamesh, Prajapati, Sanjita, Li, Alice, Li, Shangru, Kunadharaju, Krishna, Jiang, Shenxin, and Chellappa, Rama

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

The AI City Challenge's seventh edition emphasizes two domains at the intersection of computer vision and artificial intelligence - retail business and Intelligent Traffic Systems (ITS) - that have considerable untapped potential. The 2023 challenge had five tracks, which drew a record-breaking number of participation requests from 508 teams across 46 countries. Track 1 was a brand new track that focused on multi-target multi-camera (MTMC) people tracking, where teams trained and evaluated using both real and highly realistic synthetic data. Track 2 centered around natural-language-based vehicle track retrieval. Track 3 required teams to classify driver actions in naturalistic driving analysis. Track 4 aimed to develop an automated checkout system for retail stores using a single view camera. Track 5, another new addition, tasked teams with detecting violations of the helmet rule for motorcyclists. Two leader boards were released for submissions based on different methods: a public leader board for the contest where external private data wasn't allowed and a general leader board for all results submitted. The participating teams' top performances established strong baselines and even outperformed the state-of-the-art in the proposed challenge tracks., Comment: Summary of the 7th AI City Challenge Workshop in conjunction with CVPR 2023

Published
2023

15. UpMove DownMove Strategy Using Neural Network Techniques for the Prediction of Stock Prices

Author

Madhav, Sumeet Arya, Meenakshi, 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, Tuba, Milan, editor, Akashe, Shyam, editor, and Joshi, Amit, editor

Published
2023
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16. A Review of the Applications and Future Scope of Artificial Intelligence in Smart Transport

Author

Arya, Kanishk, Arya, Meenakshi Sumeet, 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, Tuba, Milan, editor, Akashe, Shyam, editor, and Joshi, Amit, editor

Published
2023
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17. Diabetes Mellitus Disease Prediction Using Machine Learning Classifiers and Techniques Using the Concept of Data Augmentation and Sampling

Author

Shamreen Ahamed, B., Arya, Meenakshi S., Nancy, Auxilia Osvin, 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, Tuba, Milan, editor, Akashe, Shyam, editor, and Joshi, Amit, editor

Published
2023
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19. Performance Analysis of Type-2 Diabetes Mellitus Prediction Using Machine Learning Algorithms: A Survey

Author

Shamreen Ahamed, B., Arya, Meenakshi Sumeet, Auxilia Osvin Nancy, V., 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, Jacob, I. Jeena, editor, Kolandapalayam Shanmugam, Selvanayaki, editor, and Bestak, Robert, editor

Published
2022
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20. Exploiting Host Resistance in Management of Vascular Wilt in Major Pulses of India

Author

Arya, Meenakshi, Vikrant, Majumder, Shahana, Chaturvedi, Sushil Kumar, 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, Roy, Swarnendu, editor, Mathur, Piyush, editor, Chakraborty, Arka Pratim, editor, and Saha, Shyama Prasad, editor

Published
2022
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21. Blockchain-Sidechain Based Data Storage for Reimaging Electronic Health Record via Optimized Interplanetary File System

Author

Deepa, R., Arya, Meenakshi S., 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, Joshi, Amit, editor, Mahmud, Mufti, editor, Ragel, Roshan G., editor, and Thakur, Nileshsingh V., editor

Published
2022
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26. Dynamic Time Warping-Based Technique for Predictive Analysis in Stock Market

Author

Arya, Meenakshi S., Deepa, R., Gandhi, Jayati, 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, Mahapatra, Rajendra Prasad, editor, Panigrahi, B. K., editor, Kaushik, Brajesh K., editor, and Roy, Sudip, editor

Published
2021
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27. An LSTM-Based Fake News Detection System Using Word Embeddings-Based Feature Extraction

Author

Sharma, Rishibha, Agarwal, Vidhi, Sharma, Sushma, Arya, Meenakshi S., 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, Fong, Simon, editor, Dey, Nilanjan, editor, and Joshi, Amit, editor

Published
2021
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28. Prediction of Network Attacks Using Connection Behavior

Author

Aakaash, N., Akshaya Bala, K., Pranathi, Veerabrahmam, Arya, Meenakshi S., 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, Joshi, Amit, editor, Khosravy, Mahdi, editor, and Gupta, Neeraj, editor

Published
2021
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32. A Green Computing Technique for Reducing Energy Consumption for Desktops Using Proxy Downloading

Author

Arya, Meenakshi S., Manjare, Ashwini, Naik, Payal, Sheikh, Kamrul Haq, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Tuba, Milan, editor, Akashe, Shyam, editor, and Joshi, Amit, editor

Published
2020
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36. Cyber Insurance Need of the Hour: To Combat Growing Cyber-Attacks within Cyber Space.

Author

Routaray, Sipra, Arya, Meenakshi, and Agnihotri, Rashmi

Subjects
INTELLECTUAL property theft, CYBERTERRORISM, SELF, IDENTITY theft, DATA security failures
Abstract

There are still alarming gaps among organisations and individuals regarding' cyber-attacks in cyber space and measures to create awareness about cyber insurance. In the realm of cyber space, cyber-attacks can occur, impacting both individuals and businesses. For individuals, this often involves crimes such as identity theft and personal data breaches. For businesses, cyber-attacks can include the theft of intellectual property and other sensitive information. The threat posed by cyber-attacks has grown considerably in recent years. Globally, the survey revealed diverse reasons for not obtaining cyber insurance. It was found that people lacked a clear understanding of cyber insurance products or perceived it as too expensive. [ABSTRACT FROM AUTHOR]

Published
2024

44. Fifth-Level Second-Generation Wavelet-Based Image Fusion Algorithm for Visual Quality Enhancement of Digital Image Data

Author

Arya, Meenakshi S., Jain, Pratishtha, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Mishra, Durgesh Kumar, editor, Azar, Ahmad Taher, editor, and Joshi, Amit, editor

Published
2018
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46. The 7th AI City Challenge

Author

Naphade, Milind, primary, Wang, Shuo, additional, Anastasiu, David C., additional, Tang, Zheng, additional, Chang, Ming-Ching, additional, Yao, Yue, additional, Zheng, Liang, additional, Rahman, Mohammed Shaiqur, additional, Arya, Meenakshi S., additional, Sharma, Anuj, additional, Feng, Qi, additional, Ablavsky, Vitaly, additional, Sclaroff, Stan, additional, Chakraborty, Pranamesh, additional, Prajapati, Sanjita, additional, Li, Alice, additional, Li, Shangru, additional, Kunadharaju, Krishna, additional, Jiang, Shenxin, additional, and Chellappa, Rama, additional

Published
2023
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