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Accountable AI starts at the pixel: 2.7–19× faster than NVIDIA’s cuCIM, up to 11× faster than NPP

How we label every region of an 806-megapixel construction drawing in 49 ms on an NVIDIA A100 (89 ms on an RTX 3070), with labels identical to cc3d's, explained from first principles.