Our Spatial-Temporal Consistent 4K Video Super-Resolution system is a next-generation AI solution powered by diffusion models, designed to restore and enhance video quality with exceptional realism and stability. Unlike conventional video super-resolution approaches, our system addresses three critical industry challenges: The system can upscale videos from any input resolution to true 4K, producing visually consistent and high-quality outputs suitable for…
Not every studio project is a full product launch. Some are quieter investigations where we benchmark algorithms, explore datasets, and map feasibility before we commit hardware engineers or field teams. Our ongoing machine-learning research diary captures those explorations. What we built Why it was hard Exploration work rarely comes with perfect KPIs. We needed to protect tinkering time while still…
Our collaboration with Duke University’s medical school supplied us with rich—but messy—volumes of CT and MRI scans. The goal: segment complex organs and vasculature in full 3D so surgeons and researchers can study change over time, not just slice by slice. What we built Why it was hard Three-dimensional data is huge. Memory pressure forced us to invent chunked training…