%2C%20which%20are%20capable%20of%20substantially%20reducing%20the%20volume%20of%20transmitted%20data%20while%20guaranteeing%20secure%20lossy%20image%20reconstruction.%20CVAEs%20have%20been%20demonstrated%20to%20outperform%20conventional%20compression%20methods%20such%20as%20JPEG2000%20by%20a%20substantial%20margin%20on%20compression%20benchmark%20datasets.%20The%20proposed%20model%20draws%20on%20the%20strength%20of%20the%20CVAEs%20capability%20to%20abstract%20data%20into%20highly%20insightful%20latent%20spaces%2C%20and%20combining%20it%20with%20the%20utilization%20of%20an%20entropy%20bottleneck%20is%20capable%20of%20finding%20an%20optimal%20balance%20between%20compressibility%20and%20reconstruction%20quality.%20The%20balance%20is%20reached%20by%20optimizing%20over%20a%20composite%20loss%20function%20that%20represents%20the%20rate-distortion%20curve.)
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