FedMultimodal: A Benchmark for Multimodal Federated Learning

Author:

Feng Tiantian1ORCID,Bose Digbalay1ORCID,Zhang Tuo1ORCID,Hebbar Rajat1ORCID,Ramakrishna Anil2ORCID,Gupta Rahul3ORCID,Zhang Mi4ORCID,Avestimehr Salman1ORCID,Narayanan Shrikanth1ORCID

Affiliation:

1. University of Southern California, Los Angeles, CA, USA

2. Amazon Alexa AI, Los Angeles, CA, USA

3. Amazon Alexa AI, Boston, MA, USA

4. The Ohio State University, Columbus, OH, USA

Funder

Meta

Intel

Konica Minolta

USC-Amazon Center

Publisher

ACM

Reference84 articles.

1. CrisisMMD: Multimodal Twitter Datasets from Natural Disasters

2. Erick A Perez Alday , Annie Gu , Amit J Shah , Chad Robichaux , An-Kwok Ian Wong , Chengyu Liu, Feifei Liu, Ali Bahrami Rad, Andoni Elola, Salman Seyedi, et al. 2020 . Classification of 12-lead ecgs: the physionet/computing in cardiology challenge 2020. Physiological measurement, Vol. 41, 12 (2020), 124003. Erick A Perez Alday, Annie Gu, Amit J Shah, Chad Robichaux, An-Kwok Ian Wong, Chengyu Liu, Feifei Liu, Ali Bahrami Rad, Andoni Elola, Salman Seyedi, et al. 2020. Classification of 12-lead ecgs: the physionet/computing in cardiology challenge 2020. Physiological measurement, Vol. 41, 12 (2020), 124003.

3. Davide Anguita , Alessandro Ghio , Luca Oneto , Xavier Parra Perez , and Jorge Luis Reyes Ortiz . 2013 . A public domain dataset for human activity recognition using smartphones . In Proceedings of the 21th international European symposium on artificial neural networks, computational intelligence and machine learning. 437--442 . Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra Perez, and Jorge Luis Reyes Ortiz. 2013. A public domain dataset for human activity recognition using smartphones. In Proceedings of the 21th international European symposium on artificial neural networks, computational intelligence and machine learning. 437--442.

4. Burçin Becerik-Gerber , Gale M. Lucas , Ashrant Aryal , Mohamad Awada , Mario Bergés , Sarah Billington , Olga Boric-Lubecke , Ali Ghahramani , Arsalan Heydarian , Christoph Höelscher , Farrokh Jazizadeh , Azam Khan , Jared Langevin , Ruying Liu , Frederick Marks , Matthew Louis Mauriello , Elizabeth L. Murnane, Haeyoung Noh, Marco Pritoni, Shawn C Roll, Davide Schaumann, Mir Hasan Seyedrezaei, John Ellor Taylor, Jie Zhao, and Runhe Zhu. 2022 . The field of human building interaction for convergent research and innovation for intelligent built environments. Scientific Reports , Vol. 12 (2022). Burçin Becerik-Gerber, Gale M. Lucas, Ashrant Aryal, Mohamad Awada, Mario Bergés, Sarah Billington, Olga Boric-Lubecke, Ali Ghahramani, Arsalan Heydarian, Christoph Höelscher, Farrokh Jazizadeh, Azam Khan, Jared Langevin, Ruying Liu, Frederick Marks, Matthew Louis Mauriello, Elizabeth L. Murnane, Haeyoung Noh, Marco Pritoni, Shawn C Roll, Davide Schaumann, Mir Hasan Seyedrezaei, John Ellor Taylor, Jie Zhao, and Runhe Zhu. 2022. The field of human building interaction for convergent research and innovation for intelligent built environments. Scientific Reports, Vol. 12 (2022).

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