A Stepwise, Label-based Approach for Improving the Adversarial Training in Unsupervised Video Summarization

Author:

Apostolidis Evlampios1,Metsai Alexandros I.2,Adamantidou Eleni2,Mezaris Vasileios2,Patras Ioannis3

Affiliation:

1. CERTH-ITI & Queen Mary University of London, Thessaloniki, Greece

2. CERTH-ITI, Thessaloniki, Greece

3. Queen Mary University of London, London, United Kingdom

Funder

European Commission

Publisher

ACM Press

Reference35 articles.

1. Evlampios Apostolidis and Vasileios Mezaris. 2014. Fast shot segmentation combining global and local visual descriptors. In 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 6583--6587.

2. Konstantinos Apostolidis, Evlampios Apostolidis, and Vasileios Mezaris. 2018. A Motion-Driven Approach for Fine-Grained Temporal Segmentation of User-Generated Videos. In MultiMedia Modeling , , Klaus Schoeffmann, Thanarat H. Chalidabhongse, Chong Wah Ngo, Supavadee Aramvith, Noel E. O'Connor, Yo-Sung Ho, Moncef Gabbouj, and Ahmed Elgammal (Eds.). Springer International Publishing, Cham, 29--41.

3. Jaemin Cho. 2017. PyTorch Implementation of SUM-GAN from “Unsupervised Video Summarization with Adversarial LSTM Networks”. https://github.com/j-min/Adversarial_Video_Summary (last accessed on July 10, 2019).

4. Kyunghyun Cho, Bart van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014. Learning Phrase Representations using RNN Encoder--Decoder for Statistical Machine Translation. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP) . Association for Computational Linguistics, Doha, Qatar, 1724--1734. https://doi.org/10.3115/v1/D14--1179

5. Mohamed Elfeki and Ali Borji. 2019. Video Summarization Via Actionness Ranking. In IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa Village, HI, USA, January 7--11, 2019 . 754--763. https://doi.org/10.1109/WACV.2019.00085

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