Infognition -

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The software identifies edges, textures, and motion vectors. infognition

is a software company primarily known for its expertise in video processing and computer vision technology . They specialize in creating tools for video quality enhancement, including advanced super-resolution filters and motion-compensated frame interpolation. Core Technologies and Software Intelligently filling in areas covered by watermarks

Their flagship commercial software allows users to increase video resolution (e.g., SD to HD) using their super-resolution engine. The Science of "Super-Resolution" They specialize in creating tools for video quality

Infognition is thought to occur through the following mechanisms:

| Feature | Infognition | Topaz Video AI | | :--- | :--- | :--- | | | Blocky, low-bitrate, noisy sources | Sharp, high-bitrate, grainy sources | | Method | Motion estimation / Deblocking | Machine Learning (Neural Nets) | | Speed | Very Slow (CPU) | Slow to Moderate (GPU) | | Artifacts | "Watercolor" smoothness (halos) | "Waxy" faces / hallucinated details | | Interlacing | Excellent (QTGMC variant) | Poor (requires external tools) |