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. 2022 Apr 6;8:e920. doi: 10.7717/peerj-cs.920

Table 7. Datasets for violence detection in video.

Dataset Reference Characteristics Published year Reference used
Movies Bermejo et al. (2011) 200 video clips of totally 6 min 2011 Serrano Gracia et al. (2015), Senst et al. (2017), Fenil et al. (2019), Sudhakaran & Lanz (2017), Ullah et al. (2019)
Hockey Nievas et al. (2011) 1 000 video clips of totally 27 min 2011 Serrano Gracia et al. (2015), Senst et al. (2017), Zhang et al. (2016), Gao et al. (2016), Deepak, Vignesh & Chandrakala (2020), Ding et al. (2014); Sudhakaran & Lanz (2017), Meng, Yuan & Li (2017), Serrano et al. (2018), Ullah et al. (2019)
UCF-101 Soomro, Zamir & Shah (2012) 13 000 clips 2012 Serrano Gracia et al. (2015)
CASIA Action Wang, Huang & Tan (2007) 8 classes of single person activities that contain 1446 video clips 2007 Yao et al. (2021)
UT-Interaction Zhang et al. (2012a), Zhang et al. (2012b) 20 video sequences with the resolution of 720x480 at 30fps. 2012 Yao et al. (2021)
The Boss Bas, Filler & Pevný (2011) 10,000 images for training and 1,000 for testing 2011 Arceda et al. (2016)
XD-Violence Wu et al. (2020a), Wu et al. (2020b) 4574 videos with duration of 217 h that has 6 types of violent and 9 types of non-violent videos 2020 Wu et al. (2020a), Wu et al. (2020b)
VVAR10 Xie et al. (2016) 296 positive and 277 negative instances 2016 Xie et al. (2016)
UCF Sports Soomro & Zamir (2014) 2014 Xie et al. (2016)
UCF50 Reddy & Shah (2013) 50 actions, 100 min videos 2010 Xie et al. (2016)
HMDB51 Kuehne et al. (2011) 6,766 manually annotated videos that divided to 51 classes 2011 Xie et al. (2016)
BEHAVE Blunsden & Fisher (2010) 200 000 frames 2010 Zhang et al. (2016), Song, Kim & Park (2018),Serrano et al. (2018)
CAVIAR Bins et al. (2005) 28 video clips 2004 Zhang et al. (2016)
Violent-Flow Xu et al. (2018) 30 video clips 2012 Gao et al. (2016), Sudhakaran & Lanz (2017)
UCF Sultani, Chen & Shah (2018) 128 h of videos. 1900 surveillance videos that includes 13 types of classes 2018 Kamoona et al. (2019)
Crowd Violence Song et al. (2019) 2012 Deepak, Vignesh & Chandrakala (2020), Meng, Yuan & Li (2017)
Finnish emotional Vaaras et al. (2021) 132 samples 2021 Ye et al. (2021)
Chinese emotional Poria et al. (2018) 370 samples 2018 Ye et al. (2021)
Pittsburgh Torii et al. (2013) 2013 Arandjelovic et al. (2016)
Tokyo 24/7 Torii et al. (2015) 2015 Arandjelovic et al. (2016)
Violent interaction Fenil et al. (2019) 2314 movies with 1077 fights and 1237 no-fights 2019 Fenil et al. (2019)
MediaEval Demarty et al. (2014) 10 000 clips 2014 Mu, Cao & Jin (2016)
Violent-Flows Rota et al. (2015) - 2015 Sudhakaran & Lanz (2017)
Weizmann Blank et al. (2005) 9 actions, 9 clips 2005 Naik & Gopalakrishna (2021)
KTH Schuldt, Laptev & Caputo (2004) 6 actions, 100 clips 2004 Naik & Gopalakrishna (2021)
Violent Crowd Bermejo et al. (2011) 246 short video sequences that video length is varying from 50 to 150 frames. 2012 Ullah et al. (2019)
London Metropolitan Police Cheng et al. (2012) 2012 Senst et al. (2017)