Image coding performance¶

We provide comprehensive experimental results demonstrating the compression performance of Cool-chic, its low decoding complexity and the associated encoding complexity.

We also provide some already encoded bitstreams in samples/bitstream/ so that everybody can decode them to try out our fast CPU-only neural decoder.

Image compression performance are presented on the kodak (RGB), clic20-pro-valid (RGB) and jvet (YUV420) datasets. The overall MSE is obtained by averaging the 3 channels weighted by their respective resolution. More information about obtaining one single MSE for the entire dataset is discussed in this github issue.

BD-rate¶

The following table sums up the compression performance obtained by Cool-chic 5.0 against different anchors. Results are measure through BD-rates which represents the relative rate required for Cool-chic to obtain the same quality as some other codec. Cool-chic 5.0 decoding complexity is set to 2 000 MAC / pixel for all datasets (HOP configuration).

BD-rate of Cool-chic 5.0.1 vs. [%]
Cheng ELIC MLIC++ Cool-chic 4.2 Cool-chic 5.0.0 VVC (VTM 28.3)
kodak (RGB) -10.4 % +0.1 % +10.2% -6.1 % -1.2 % -3.9 %
clic20-pro-valid (RGB) -21.3 % -9.5 % +0.5 % -9.9 % -0.6 % -11.6%
jvet A (YUV420) / / / / -1.4 % -4.0 %
jvet B (YUV420) / / / -13.7% -1.9 % +6.6 %

Rate-distortion graphs¶

CLIC20 Pro Valid¶

CLIC20 rd results

Kodak¶

Kodak rd results