VersaQ-3D quantizes VGGT to 4-bit weights using fused Walsh-Hadamard and DCT transforms without calibration data, and pairs it with a mixed-precision accelerator that reports 5.2x-10.8x speedups over edge GPUs.
Diannao: a small-footprint high-throughput accelerator for ubiquitous machine-learning,
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VersaQ-3D: Architecture Support for Visual Geometry Grounded Transformers via Versatile Quantization
VersaQ-3D quantizes VGGT to 4-bit weights using fused Walsh-Hadamard and DCT transforms without calibration data, and pairs it with a mixed-precision accelerator that reports 5.2x-10.8x speedups over edge GPUs.