NanoOWL optimizes the OWL-ViT vision-language model for deployment on NVIDIA Jetson edge devices using TensorRT. It converts the model to optimized TensorRT engines to achieve real-time performance. The project also introduces a tree detection pipeline that combines OWL-ViT and CLIP models for hierarchical open-vocabulary object detection and classification.