Multimodal Foundation Models at the Edge: Quantization, NPU Acceleration, and Latency Optimization
An engineering evaluation of deploying vision-language models on edge hardware, analyzing INT4/INT8 quantization loss, unified memory bus bandwidth, and sub-50ms inference latency.
