Sandwiched Image Compression: Wrapping Neural Networks Around a Standard Codec

Publications

teaser image of Sandwiched Image Compression: Increasing the Resolution and Dynamic Range of Standard Codecs

Sandwiched Image Compression: Increasing the Resolution and Dynamic Range of Standard Codecs

Onur Guleryuz, Philip Chou, Hugues Hoppe, Danhang Tang, Ruofei Du, Philip Davidson, and Sean Fanello
2022 Picture Coding Symposium (PCS), 2022.
Keywords: deep learning, image compression, nonlineartransform coding, high dynamic range, super-resolution, interactive perception

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teaser image of Sandwiched Image Compression: Wrapping Neural Networks Around a Standard Codec

Sandwiched Image Compression: Wrapping Neural Networks Around a Standard Codec

Onur Guleryuz, Philip Chou, Hugues Hoppe, Danhang Tang, Ruofei Du, Philip Davidson, and Sean Fanello
2021 IEEE International Conference on Image Processing (ICIP), 2021.
Keywords: deep learning, image compression, interactive perception

pdf, doi | project | abstract | cited by, cite

Videos

Talks

Cited By

  • Machine Learning for Multimedia Communications. Sensors. Nikolaos Thomos, Thomas Maugey, and Laura Toni. source | cite | search
  • Differentiable Bit-rate Estimation for Neural-based Video Codec Enhancement. 2022 Picture Coding Symposium (PCS). Amir Said, Manish Kumar Singh, and Reza Pourreza. source | cite | search
  • Visual Coding for Machines. Simon Fraser University. Bardia Azizian. source | cite | search
  • Differentiable Bit-rate Estimation for Neural-based Video Codec Enhancement. 2022 Picture Coding Symposium (PCS). Amir Said, Manish Kumar Singh, and Reza Pourreza. source | cite | search
  • Learnt Deep Hyperparameter Selection in Adversarial Training for Compressed Video Enhancement With Perceptual Critic. arXiv.2302.14516. Darren Ramsook and Anil Kokaram. source | cite | search
  • Sandwiched Video Compression: Efficiently Extending the Reach of Standard Codecs With Neural Wrappers. arXiv.2303.11473. Berivan Isik, Onur Guleryuz, Danhang Tang, Jonathan Taylor, and Philip Chou. source | cite | search

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