Ecosystem overview for everything related to multi-modal.
MiniCPM-V is a series of multimodal LLMs optimized for ultra-efficient edge-device deployment. Developed by OpenBMB, it excels in image and video understanding using intra-ViT early compression and LLaVA-UHD v4 technology, reducing visual encoding costs by over 50%. With only 1.3B parameters, MiniCPM-V 4.6 outperforms larger models while maintaining high token throughput. It supports seamless deployment across iOS, Android, and HarmonyOS, enabling real-time multimodal interaction on mobile platforms.