AI 기반 자동 편집 기술 동향

  • Published : 2021.01.30

Abstract

Keywords

References

  1. Gygli, M., Grabner, H., Van Gool, L.: Video summarization by learning submodular mixtures of objectives. In: CVPR (2015)
  2. Zhang, K., Chao, W.l., Sha, F., Grauman, K.: Summary transfer: exemplar-based subset selection for video summarization. In: CVPR (2016)
  3. M. Gygil, etc., Creating Summaries from User Video, ECCV2014, pp. 505-520
  4. X. Hou, J. Harel and C. Koch, Image Signature: Highlighting Sparse Salient Regions, in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 1, pp. 194-201, Jan. 2012 https://doi.org/10.1109/TPAMI.2011.146
  5. N. Ejaz, I. Mehmood, SW Baik, Efficient visual attention based framework for extracting key frames from videos, in Signal Processing: Image Communication 28 (1), 34-44, Jan. 2013 https://doi.org/10.1016/j.image.2012.10.002
  6. Y. Ke, X. Tang and F. Jing, The Design of High-Level Features for Photo Quality Assessment, in CVPR, 2006
  7. Viola, P., Jones, M.: Robust real-time face detection. IJCV (2004)
  8. Felzenszwalb, P.F., Girshick, R.B., McAllester, D., Ramanan, D.: Object detection with discriminatively trained part based models. PAMI (2010)
  9. Herbert Bay, Andreas Ess, Tinne Tuytelaars, Luc Van Gool SURF: Speeded Up Robust Features, Computer Vision and Image Understanding (CVIU), Vol. 110, No. 3, pp. 346-359, 2008 https://doi.org/10.1016/j.cviu.2007.09.014
  10. B. Zhou, A. Khosla, A. Lapedriza, A. Oliva, and A. Torralba. Learning deep features for discriminative localization, CVPR 2016
  11. R Panda, A Das, Z Wu, J Ernst, AK Roy-Chowdhury, Weakly supervised summarization of web videos, 2017 IEEE International Conference on Computer Vision (ICCV), 3677-3686
  12. A. Krizhevsky, I. Sutskever, and G. E. Hinton. Imagenet classification with deep convolutional neural networks. In NIPS, 2012
  13. D. Tran, L. D. Bourdev, R. Fergus, L. Torresani, and M. Paluri. Learning spatiotemporal features with 3d convolutional networks. In ICCV, 2015
  14. T. Yao, T. Mei, and Y. Rui. Highlight detection with pairwise deep ranking for first-person video summarization. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages 982 -990, 2016
  15. M. Abadi, A. Agarwal, P. Barham, E. Brevdo, Z. Chen, C. Citro, G. S. Corrado, A. Davis, J. Dean, M. Devin, S. Ghemawat, I. J. Goodfellow, A. Harp, G. Irving, M. Isard, Y. Jia, R. Jozefowicz, L. Kaiser, M. Kudlur, J. Levenberg, D. Mane, R. Monga, S. Moore, D. G. Murray, C. Olah, M. Schuster, J. Shlens, B. Steiner, I. Sutskever, K. Talwar, P. A. Tucker, V. Vanhoucke, V. Vasudevan, F. B. Viegas, O. Vinyals, P. Warden, M. Wattenberg, M. Wicke, Y. Yu, and X. Zheng., TensorFlow:Large-scale machine learning on heterogeneous distributed systems, arXiv preprint, 1603.04467, 2016. arxiv.org/abs/1603.04467. Software available from tensorflow.org
  16. Joseph Redmon, "Darknet: Open Source Neural Networks in C," Software available from http://pjreddie.com/darknet/, 2013-2016
  17. S. Ren, K. He, R. Girshick, and J. Sun. Faster R-CNN: Towards real-time object detection with region proposal networks. In NIPS, 2015
  18. W. Liu, D. Anguelov, D. Erhan, C. Szegedy, and S. E. Reed. SSD: single shot multibox detector. CoRR, abs/1512.02325, 2015
  19. COCO:Common Objects in Context (2016). http://mscoco.org/dataset/#detections-leaderboard. Accessed 25 July 2016
  20. J. Redmon, S. Divvala, R. Girshick, and A. Farhadi. You only look once: Unified, real-time object detection. arXiv preprint arXiv:1506.02640, 2015
  21. 이동관, 지상파 UHD 현황 및 부가서비스, 방송과 기술, 14 Oct. 2016
  22. K. Zhang, W.-L. Chao, F. Sha, and K. Grauman. Video summarization with long short-term memory. In European Conference on Computer Vision (ECCV), pages 766 -782, may 2016
  23. Behrooz Mahasseni, Michael Lam and Sinisa Todorovic, Unsupervised Video Summarization with Adversarial LSTM Networks, CVPR, 2017
  24. Fajtl, J., Sokeh, H., Argyriou, V., Monekosso, D., & Remagnino, P., Summarizing Videos with Attention, 11367 LNCS, 39-54, 2019
  25. Mayu O., Yuta N., Esa R., Janne H., Rethinking the evaluation of video summaries, CVPR, 2019