distributed-system

#distributed-system

@vintcessun: Centralized fusion in large-scale surveillance—when you have tens or hundreds of cameras, the compute bottleneck becomes a dead end. You can't scale at all; a single central station burns most of your budget. This is why multi-view tracking without a distributed approach can't truly be deployed—the scaling cost of centralized solutions skyrockets exponentially with the number of nodes, while engineering demands a large-scale, low-cost deployment...

X AI KOLs Timeline ↗ · 2026-06-15 Cached

MV3DT is a fully distributed multi-view 3D tracking framework. Through peer-to-peer coordination, it eliminates the compute bottleneck of centralized fusion, running at 30FPS on 100 cameras with only 2.2% communication overhead. It can be deployed with zero-shot calibration, achieving performance equal to or surpassing centralized methods.

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distributed-system

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