On the Robustness of Diffusion-Based Image Compression to Bit-Flip Errors

1. 1Understand the Reverse Channel Coding (RCC) paradigm and its application in diffusion-based compressors
2. 2Analyze the robustness of diffusion-based compressors to bit flips in comparison to classical and learned codecs
3. 3Implement and test the Turbo-DDCM variant for improved robustness
4. 4Evaluate the trade-offs between rate, distortion, perception, and robustness in image compression methods

Researchers and engineers working on image compression and computer vision can benefit from this knowledge to develop more robust compression methods, and software engineers can apply these findings to improve the reliability of their systems

💡 Diffusion-based compressors built on the RCC paradigm are substantially more robust to bit flips than other codecs

💡 Diffusion-based image compression is more robust to bit flips than classical and learned codecs!