The Chinese team's MiniGPT-v2 visual model has garnered over 20,000 stars on GitHub. It is capable of performing a variety of visual tasks, including object description, visual localization, and image captioning. MiniGPT-v2 employs a multi-stage training approach and excels in visual question answering and grounding benchmark tests. Built on a ViT visual backbone, it achieves efficient task completion through simple multi-modal instructions.