To understand the implications of using UHD video in video surveillance, a dataset suitable for privacy evaluation is necessary. Existing public UHD datasets are mostly designed for evaluation of video compression and do not carry privacy sensitive information. And datasets dedicated to the evaluation of privacy issues, such as PEViD-HD (mmspg.epfl.ch/pevid-hd), contain at most HD video sequences. The dataset consists of 26 4K UHD video sequences, each 13 seconds long, with a frame resolution of 3840 x 2160 pixels and captured at 30 fps using a Samsung Galaxy Note 3 smartphone. Resized sequences in HD (1920 x 1080 pixels) and SD (720 x 404 pixels) are also provided together with the original 4K UHD sequenes. Video sequences in the dataset depict several typical surveillance scenarios: walking, exchanging bags, fighting, and stealing, which were shot in outdoor and indoor environments. Participants appearing in the video have various gender and race, they are dressed differently and carry various personal items and accessories. Their silhouettes were manually annotated and the annotations are provided in XML format. All participants have read and signed a consent form, allowing free usage of these video sequences for research purposes.
You can download all video files, associated XML-based annotations, and the raw data of the subjective experiments from the following FTP (please use dedicated FTP clients, such as FileZilla or FireFTP): Coming soon!
LicensePermission is hereby granted, without written agreement and without license or royalty fees, to use, copy, modify, and distribute the data provided and its documentation for research purpose only. The data provided may not be commercially distributed. In no event shall the Ecole Polytechnique Fédérale de Lausanne (EPFL) be liable to any party for direct, indirect, special, incidental, or consequential damages arising out of the use of the data and its documentation. The Ecole Polytechnique Fédérale de Lausanne (EPFL) specifically disclaims any warranties. The data provided hereunder is on an "as is" basis and the Ecole Polytechnique Fédérale de Lausanne (EPFL) has no obligation to provide maintenance, support, updates, enhancements, or modifications.
References and Citation
You can use PEViD-UHD dataset in your research without any conditions, as long as you clearly mention and acknowledge the following paper [KE14].
KE14: P. Korshunov, and T. Ebrahimi. UHD Video Dataset for Evaluation of Privacy. Sixth International Workshop on Quality of Multimedia Experience (QoMEX 2014), Singapore, 2014.