AI Uncharted Ep. 4 - Training Models on JPEG Streams

In this episode of "AI Uncharted," we explore the groundbreaking approach of training Compressed-Language Models (CLMs) on JPEG byte streams. This innovative research focuses on understanding and manipulating JPEG files directly in their compressed form, allowing models to predict image quality, recognize semantic classes, detect and correct anomalies, and even generate new JPEG files from prompts. By demonstrating significant potential in handling compressed data without decompression, these advancements could revolutionize data processing and storage across various compressed file formats.

Source: https://arxiv.org/abs/2405.17146