Semantic Fast-Forward Video – EPIC Dataset (2016)

We collected a dataset of egocentric videos considering two different concepts as semantic, face for the videos recorded while walking, and pedestrian for video recording in car or bike. We acquired the dataset using a GoPro Hero 3+ camera mounted on a helmet using video resolution of 720p or 1080p. For each video, the content of the semantic information is controlled to be present in approximately 0%, 25%, 50%, or 75% of the frames.

Citation

@InBook{Silva2016,
  Title     = {Towards Semantic Fast-Forward and Stabilized Egocentric Videos},
  Booktitle = {International Workshop on Egocentric Perception, Interaction and Computing (EPIC) at European Conference on Computer Vsision (ECCV)},  
  Author    = {Silva, Michel Melo and Ramos, Washington Luis Souza and Ferreira, Joao Pedro Klock and Campos, Mario Fernando Montenegro and 
               Nascimento, Erickson Rangel},
  Year      = {2016},
  Address   = {Amsterdam, NL},
  month     = {Oct.},
  Pages     = {557--571},
  Doi       = {10.1007/978-3-319-46604-0_40},
  ISBN      = {978-3-319-46604-0}
}

Video Info

Detailed video information such as percentage of Semantic Information, Camera Resolution, FPS, Duration, and Device.

Video	% Semantics	Resolution	FPS	Duration (mm:ss)	Camera
Biking_0p	0%	1280×720	60	4:59	GoPro Hero 3+
Biking_25p	25%	1920×1080	30	9:29	GoPro Hero 3+
Biking_50p	50%	1280×720	60	7:29	GoPro Hero 3+
Biking_50p_2	50%	1280×720	60	4:08	GoPro Hero 3+
Driving_0p	0%	1920×1080	30	5:15	GoPro Hero 3+
Driving_25p	25%	1920×1080	30	4:26	GoPro Hero 3+
Driving_50p	50%	1920×1080	30	5:45	GoPro Hero 3+
Walking_0p	0%	1920×1080	30	4:34	GoPro Hero 3+
Walking_25p	25%	1920×1080	30	6:06	GoPro Hero 3+
Walking_50p	50%	1920×1080	30	6:25	GoPro Hero 3+
Walking_75p	75%	1920×1080	30	8:36	GoPro Hero 3+

Copyright Notice

This dataset is published under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License. This means you must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use. You may not use the material for commercial purposes.

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