a coarse-to-fine deep cnn for frame duplication …localization on the mfc datase. confusion bars in...

A Coarse-to-fine Deep CNN for Frame Duplication Detection and Localization in Videos Chengjiang Long Arslan Basharat Anthony Hoogs Kitware Inc., Clifton Park, NY 12065 {chengjiang.long, arslan.basharat, anthony.hoogs}@kitware.com • Video-level performance on the MFC18 dataset Video-level confidence score Inconsistency detector for localization • I3D network with 3 classes: none, frame drop, shot break. • Training data: we generate manipulated videos from non- target videos from MFC18-Dev and TRECVID 2007. ROC curves for frame duplication detection on MFC18-Dev and MFC-Eval datasets. The MCC for video temporal localization on the MFC datase. Confusion bars in vdieo temporal localization. [Lin 2012] G. Lin et al. Detection of frame duplication forgery in videos based on spatial and temporal analysis. PAMI, 2012. [Yang 2016] J. Yang, et al. Using similarity analysis to detect frame duplication forgery in videos. MTA, 2016. [Ulutas 2017] G. Ulutas et al. Frame duplication/mirroring detection method with binary features. IET-IP, 2017. [Ulutas 2018] G. Ulutas et al. Frame duplication detection based on bow model. Multimedia Systems, 2018. Key References

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Page 1: A Coarse-to-fine Deep CNN for Frame Duplication …localization on the MFC datase. Confusion bars in vdieo temporal localization. [Lin 2012] G. Lin et al. Detection of frame duplication

A Coarse-to-fine Deep CNN for Frame Duplication Detection and Localization in VideosChengjiang Long Arslan Basharat Anthony Hoogs

Kitware Inc., Clifton Park, NY 12065{chengjiang.long, arslan.basharat, anthony.hoogs}@kitware.com

• Video-level performance on the MFC18 dataset

Video-level confidence score Inconsistency detector for localization

• I3D network with 3 classes: none, frame drop, shot break.

• Training data: we generate manipulated videos from non-target videos from MFC18-Dev and TRECVID 2007.

ROC curves for frame duplication detection on MFC18-Dev and MFC-Eval datasets.

The MCC for video temporal localization on the MFC datase.

Confusion bars in vdieo temporal localization.

[Lin 2012] G. Lin et al. Detection of frame duplication forgery in videos based on spatial and temporal analysis. PAMI, 2012.[Yang 2016] J. Yang, et al. Using similarity analysis to detect frame duplication forgery in videos. MTA, 2016.

[Ulutas 2017] G. Ulutas et al. Frame duplication/mirroring detection method with binary features. IET-IP, 2017.[Ulutas 2018] G. Ulutas et al. Frame duplication detection based on bow model. Multimedia Systems, 2018.

Key References

TH/7-2 Radial Localization of Alfven Eigenmodes and Zonal Field Generation Z. Lin University of California, Irvine Fusion Simulation Center, Peking University

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