Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language Models

Jinwoo Jeon, GyuYeop Do, Yubin Lim +4

Large-scale vision-language models (VLM) such as CLIP enable strong open-vocabulary reasoning, yet deploying these capabilities on resource-constrained edge devices remains challen…