Recently a high-resolution image that has more than one million pixels is available easily. However, such an image requires much processing time and memory for image understanding. In this paper, we propose an integrated system of multi-resolution analysis and multi-agent-based image understanding system for high-resolution images. We implemented an experimental system for images of indoor scenes.