Convolutional auto-encoder based multiple description coding network |
Meng, Lili
(School of Information Science and Engineering, Shandong Normal University)
Li, Hongfei (School of Information Science and Engineering, Shandong Normal University) Zhang, Jia (School of Information Science and Engineering, Shandong Normal University) Tan, Yanyan (School of Information Science and Engineering, Shandong Normal University) Ren, Yuwei (School of Information Science and Engineering, Shandong Normal University) Zhang, Huaxiang (School of Information Science and Engineering, Shandong Normal University) |
1 | Goyal,V.K, "Multiple description coding:compression meets the network," IEEE Signal Processing Magazine, vol. 18, no. 5, pp. 74-93, 2001. DOI |
2 | Vaishampayan V A, "Design of multiple description scalar quantizers," IEEE Transactions on Information Theory, vol. 39, no. 3, pp.821-834, 1993. DOI |
3 | Vaishampayan V A, Domaszewicz J, "Design of entropy-constrained multiple-description scalar quantizers," IEEE Transactions on Information Theory, vol. 40, no. 1, pp. 245-250, 1994. DOI |
4 | Tian C, Hemami S S, "Universal multiple description scalar quantization: analysis and design," IEEE Transactions on Information Theory, vol. 50, no. 9, pp. 2089-2102, 2004. DOI |
5 | Fleming M, Effros M, "Generalized multiple description vector quantization," in Proc. of DCC'99 Data Compression Conference (Cat. No. PR00096). IEEE, pp. 3-12, 1999. |
6 | Servetto S D, Vaishampayan V A, Sloane N J A, "Multiple description lattice vector quantization," in Proc. of DCC'99 Data Compression Conference (Cat. No. PR00096). IEEE, pp. 13-22, 1999. |
7 | Vaishampayan V A, Sloane N J A, Servetto S D, "Multiple Description Vector Quantization with Lattice Codebooks: Design and Analysis," IEEE Transactions on Information Theory, vol. 47, no. 5, pp. 1718-1734, 2001. DOI |
8 | Goyal V K, Kovacevic J, "Generalized multiple description coding with correlating transforms," IEEE Transactions on Information Theory, vol. 47, no. 6, pp. 2199-2224, 2001. DOI |
9 | Goyal V K, Kelner J A, Kovacevic J, "Multiple description vector quantization with a coarse lattice," IEEE Transactions on Information Theory, vol. 48, no. 3, pp. 781-788, 2002. DOI |
10 | Wang Y, Orchard M T, Vaishampayan V, et al, "Multiple description coding using pairwise correlating transforms," IEEE Transactions on Image Processing, vol. 10, no. 3, pp. 351-366, 2001. DOI |
11 | Orchard M T, Wang Y, Vaishampayan V, et al, "Redundancy rate-distortion analysis of multiple description coding using pairwise correlating transforms," in Proc. of of International Conference on Image Processing. IEEE, vol.1, pp. 608-611, 1997. |
12 | Meng L, Liang J, Samarawickrama U, et al, "Multiple description coding with randomly and uniformly offset quantizers," IEEE Transactions on Image Processing, vol. 23, no. 2, pp. 582-595, 2013. DOI |
13 | Zong J, Meng L, Tan Y, et al, "Adaptive reconstruction based multiple description coding with randomly offset quantizations," Multimedia Tools and Applications, vol. 77, no. 20, pp. 26293-26313, 2018. DOI |
14 | Zong J, Meng L, Tan Y, et al, "Perceptual multiple description coding with randomly offset quantizers," in Proc. of 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA). IEEE, pp. 1-5, 2016. |
15 | Wang Y, Orchard M T, Reibman A R, "Multiple description image coding for noisy channels by pairing transform coefficients," in Proc. of of First Signal Processing Society Workshop on Multimedia Signal Processing. IEEE, pp. 419-424, 1997. |
16 | Servetto S D, Ramchandran K, Vaishampayan V A, et al, "Multiple description wavelet based image coding," IEEE Transactions on Image Processing, vol. 9, no. 5, pp. 813-826, 2000. DOI |
17 | Goyal V K, Kovacevic J, "Optimal multiple description transform coding of Gaussian vectors," in Proc. of DCC'98 Data Compression Conference (Cat. No. 98TB100225). IEEE, pp. 388-397, 1998. |
18 | Goyal V K, Vetterli M, Kovacevic J, "Multiple description transform coding: Robustness to erasures using tight frame expansions," in Proc. of 1998 IEEE International Symposium on Information Theory (Cat. No. 98CH36252).IEEE, pp. 408, 1998. |
19 | Zong J, Meng L, Zhang H, et al, "JND-based Multiple Description Image Coding," KSII Transactions on Internet and Information Systems, vol. 11, no. 8, pp. 3935-3949, 2017. DOI |
20 | Wang Y, Reibman A R, Lin S, "Multiple description coding for video delivery," Proceedings. of the IEEE, vol. 93, no. 1, pp. 57-70, 2005. |
21 | Wang Y, Lin S, "Error-resilient video coding using multiple description motion compensation," IEEE Transactions on Circuits and Systems for Video Technology, vol. 12, no. 6, pp.438-452, 2002. DOI |
22 | Wenger S, "Video redundancy coding in H. 263+," in Proc. of 1997 International Workshop on Audio-Visual Services over Packet Networks, 1997. |
23 | Fan Y, Wang J, Sun J, "Distributed Multiple Description Video Coding on Packet Loss Channels," IEEE Transactions on Image Processing A Publication of the IEEE Signal Processing Society, vol. 20, no. 6, pp. 1768, 2001. |
24 | Zhao L, Bai H, Wang A, et al, "Multiple Description Convolutional Neural Networks for Image Compression," IEEE Transactions on Circuits and Systems for Video Technology, vol. 29, no. 8, pp. 2494-2508, 2019. DOI |
25 | Goyal V K, Kovacevic J, Arean R, et al, "Multiple description transform coding of images," in Proc. of International conference on image processing, vol. 1, pp. 674-678, 1998. |
26 | Bajic I V, Woods J W, "Domain-based multiple description coding of images and video," IEEE Transactions on Image Processing, vol. 12, no. 10, pp. 1211-1225, 2003. DOI |
27 | Cheng Z, Sun H, Takeuchi M, et al., "Deep convolutional autoencoder-based lossy image compression," in Proc. of 2018 Picture Coding Symposium (PCS). IEEE, pp. 253-257, 2018. |
28 | Cheng Z, Sun H, Takeuchi M, et al., "Performance Comparison of Convolutional AutoEncoders, Generative Adversarial Networks and SuperResolution for Image Compression," in Proc. of CVPR Workshops, pp. 2613-2616, 2018. |
29 | Theis L, Shi W, Cunningham A, et al, "Lossy Image Compression with Compressive Autoencoders," arXiv preprint arXiv:1703.00395, 2017. |
30 | Shi W, Caballero J, Huszr F, et al, "Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network," in Proc. of of the IEEE conference on computer vision and pattern recognition, pp. 1874-1883, 2016. |
31 | Li H, Meng L, Zhang J, et al, "Multiple Description Coding Based on Convolutional Auto-encoder," IEEE Access, vol. 7, pp. 26013-26021, 2019. DOI |
32 | Gamal A A E, Cover T M, "Achievable Rates for Multiple Descriptions," IEEE Transactions on Information Theory, vol. 28, no. 6, pp. 851-857, 1982. DOI |
33 | Ball, Johannes, Laparra V, Simoncelli E P, "End-to-end optimization of nonlinear transform codes for perceptual quality," in Proc. of 2016 Picture Coding Symposium (PCS). IEEE, pp. 1-5, 2016. |
34 | Dumas T, Roumy A, Guillemot C, "Autoencoder based image compression: can the learning be quantization independent?," in Proc. of 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, pp. 1188-1192, 2018. |
35 | Wang Z, Simoncelli E P, Bovik A C, "Multiscale structural similarity for image quality assessment," in Proc. of The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003. Ieee, Vol. 2, pp. 1398-1402, 2003. |
36 | Tao W, Jiang F, Zhang S, et al, "An End-to-End Compression Framework Based on Convolutional Neural Networks," IEEE Transactions on Circuits and Systems for Video Technology, vol. 28, no. 10, pp. 3007-3018, 2018. DOI |
37 | Ball J, Laparra V, Simoncelli E P, "End-to-end optimized image compression," arXiv preprint arXiv:1611.01704, 2016. |
38 | Toderici G, O'Malley S M, Hwang S J, et al, "Variable Rate Image Compression with Recurrent Neural Networks," arXiv preprint arXiv:1511.06085, 2015. |
39 | Wang Z, Bovik A C, Sheikh H R, et al, "Image Quality Assessment: From Error Visibility to Structural Similarity," IEEE Transactions on Image Processing, vol. 13, no. 4, 2004. |
40 | Zeiler, Matthew D., Graham W. Taylor, and Rob Fergus, "Adaptive deconvolutional networks for mid and high level feature learning," ICCV, Vol. 1, No. 2, 2011. |
41 | Abadi M, Agarwal A, Barham P, et al., "TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems," arXiv preprint arXiv:1603.04467, 2016. |
42 | Chen Y, Pock T, "Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration," IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 39, no. 6, pp. 1256-1272, 2015. DOI |
43 | Kingma D P, Ba J, "Adam: A method for stochastic optimization," in Proc. of conference paper at ICLR 2015, pp.1-15, 2015. |
44 | Wallace G K, "The JPEG still picture compression standard," IEEE transactions on consumer electronics, vol. 38, no. 1, pp. xviii-xxxiv, 1992. DOI |