参考文献

包含视频技术领域的经典文献和最新研究成果

视频编解码

[1] Bjontegaard, G. "Calculation of Average PSNR Differences Between RD-Curves." ITU-T SG16/Q6, VCEG-M33, 2001.

[2] Sullivan, G. J., Ohm, J. R., Han, W. J., & Wiegand, T. "Overview of the High Efficiency Video Coding (HEVC) Standard." IEEE Transactions on Circuits and Systems for Video Technology, vol. 22, no. 12, pp. 1649-1668, 2012.

[3] Chen, Y., et al. "NeRV: Neural Video Compression." Advances in Neural Information Processing Systems, vol. 33, pp. 1455-1466, 2020.

视频分析

[4] Girshick, R., Donahue, J., Darrell, T., & Malik, J. "Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 580-587, 2014.

[5] Ren, S., He, K., Girshick, R., & Sun, J. "Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks." Advances in Neural Information Processing Systems, vol. 28, pp. 91-99, 2015.

[6] Redmon, J., & Farhadi, A. "YOLOv3: An Incremental Improvement." arXiv preprint arXiv:1804.02767, 2018.

视频生成

[7] Vaswani, A., et al. "Attention Is All You Need." Advances in Neural Information Processing Systems, vol. 30, pp. 5998-6008, 2017.

[8] Chen, X., et al. "VideoGPT: Video Generation using VQ-VAE and Transformers." Advances in Neural Information Processing Systems, vol. 34, pp. 15105-15117, 2021.

[9] Ho, J., Jain, A., & Abbeel, P. "Denoising Diffusion Probabilistic Models." Advances in Neural Information Processing Systems, vol. 33, pp. 6840-6851, 2020.

视频超分辨率

[10] Dong, C., Loy, C. C., He, K., & Tang, X. "Image Super-Resolution Using Deep Convolutional Networks." IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2016.

[11] Caballero, J., et al. "Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 4778-4787, 2017.

[12] Wang, X., et al. "EDVR: Video Restoration with Enhanced Deformable Convolutional Networks." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 576-584, 2019.

视频理解

[13] Wang, L., et al. "Towards Good Practices for Very Deep Two-Stream ConvNets." arXiv preprint arXiv:1507.02159, 2015.

[14] Carreira, J., & Zisserman, A. "Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 6299-6308, 2017.

[15] Bertasius, G., Wang, H., & Torresani, L. "Is Space-Time Attention All You Need for Video Understanding?" Advances in Neural Information Processing Systems, vol. 34, pp. 2437-2448, 2021.

数据集

[16] Kay, W., et al. "The Kinetics Human Action Video Dataset." arXiv preprint arXiv:1705.06950, 2017.

[17] Rethage, D., Frosio, I., & Kautz, J. "UVG Dataset: 5760p Video Compression Dataset." arXiv preprint arXiv:1909.00250, 2019.

[18] Deng, J., et al. "ImageNet: A Large-Scale Hierarchical Image Database." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 248-255, 2009.