Articles

Articles on image compression with DNN

•  Spatially adaptive image compression using a tiled deep network
• A paper on introducing spatial prediction and residual coding 
• A paper by J. Ballé  on (nonlinear) transform coding

There is a list of papers that are implemented in JEM and could be used for our studies :

• http://ieeexplore.ieee.org/document/7906339/ (JEM intra prediction)
• http://ieeexplore.ieee.org/document/7906345/ (non-separable transforms )
• http://ieeexplore.ieee.org/document/7906344/ (non-separable transforms)
• http://ieeexplore.ieee.org/document/7906346/ (loop filters)

Some ideas about intra prediction:

• http://ieeexplore.ieee.org/document/7532414/
• http://ieeexplore.ieee.org/document/7026124/
• http://ieeexplore.ieee.org/document/8305108/

Loop filters in AV1:

• https://arxiv.org/pdf/1602.05975.pdf

 

Theses

• Learning, selection and coding of new block transforms in and for the optimization loop of video coders

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