Tzu-Yuan Lin

TUNGVLM: A High-Efficiency Structured-Output Multimodal Framework For Vehicle Recognition

Vehicle make, model, and color recognition (MMCR) is a critical perception task in intelligent transportation systems (ITS), requiring both high accuracy and low latency. While recent vision-language models provide strong semantic representation capabilities, their autoregressive decoding process introduces semantic un...