Noah's Ark Laboratory is Huawei's laboratory engaged in artificial intelligence research. Adhering to the concept of paying equal attention to theoretical research and application innovation, Noah's Ark Lab is committed to promoting technological innovation in the field of artificial intelligence and providing support for Huawei's products and services. The research direction of the project team includes but is not limited to: neural network model compression/acceleration (quantization, pruning, distillation, etc. ), efficient backbone model design (CNN, Transformer, MLP, etc.). ), and the application scenarios include but are not limited to classification, detection, segmentation, etc. The project team not only pays attention to theoretical innovation, but also pays attention to business landing. Every year, it publishes many papers at the AI Summit and undertakes many important businesses within Huawei.