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Machine Heart
Machine Heart
May 14, 2026 · Artificial Intelligence

Breaking the 3D Perception Bottleneck: VGGT Series Enables Dynamic High‑Fidelity Reconstruction

The VGGT series from KOKONI 3D and collaborators tackles three core 3D perception limits—unbounded sequence memory, dynamic‑static entanglement, and compute‑precision trade‑offs—by introducing StreamCacheVGGT, progressive decoupling, and HD‑VGGT, achieving O(1) memory streaming, 15%+ accuracy gains on dynamic benchmarks, and record‑high AUC on RealEstate10K.

3D reconstructionVGGTcomputer vision
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Breaking the 3D Perception Bottleneck: VGGT Series Enables Dynamic High‑Fidelity Reconstruction