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 vs. [%] | |||||
|---|---|---|---|---|---|
| Cheng | ELIC | MLIC++ | Cool-chic 4.2 | VVC (VTM 28.3) | |
| kodak (RGB) | -9.4 % | +1.6 % | +11.2% | -5.3 % | -2.4 % |
| clic20-pro-valid (RGB) | -20.7 % | -8.8 % | +1.0 % | -9.0 % |
-11.1 % |
| jvet A (YUV420) | / | / | / | / | -2.8 % |
| jvet B (YUV420) | / | / | / | -12.6% | +8.7 % |
Rate-distortion graphs¶
CLIC20 Pro Valid¶
Kodak¶