viraptor 7 hours ago

So... I'm assuming this is another timecube style website, right? The number of time subatomic, philosophy, dark matter and similar things are mentioned on a page about an image codec is weirdly high. AI generated paragraphs, no visual examples, no code, no real explanation how this works, ... and from what is there, I can't tell a difference between this and converting to a trained latent space.

RCFCodec 8 hours ago

Thrilled to share a white paper on the Relational Compression Format (RCF) codec, driven by the Unified Conceptual Framework / Grand Unified Tensor Theory (UCF/GUTT), tested on the Kodak dataset. RCF delivers compression ratios >85% (files <15% of PNG size), PSNR >30 dB, and SSIM >0.9, outperforming JPEG, PNG, WebP, and JPEG 2000 in efficiency and quality. UCF/GUTT, introduced in The Relational Way: An Introduction (Amazon), the first book in a series, models reality as relational webs. RCF uses tensor-based math to encode image relationships, not pixels, achieving near-lossless results (e.g., SSIM 0.9430 on kodim07). It’s a novel approach for cloud storage, web delivery, AI vision, and eco-friendly tech. Thrilled to share a white paper on the Relational Compression Format (RCF) codec, driven by the Unified Conceptual Framework / Grand Unified Tensor Theory (UCF/GUTT), tested on the Kodak dataset. RCF delivers compression ratios >85% (files <15% of PNG size), PSNR >30 dB, and SSIM >0.9, outperforming JPEG, PNG, WebP, and JPEG 2000 in efficiency and quality.

UCF/GUTT, introduced in The Relational Way: An Introduction (Amazon), the first book in a series, models reality as relational webs. RCF uses tensor-based math to encode image relationships, not pixels, achieving near-lossless results (e.g., SSIM 0.9430 on kodim07). It’s a novel approach for cloud storage, web delivery, AI vision, and eco-friendly tech.

The paper details Kodak results and UCF/GUTT’s relational roots: https://relationalexistence.com/comparison. How does RCF compare to deep learning codecs? Any thoughts on relational compression for sustainable tech? Feedback welcome!