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jaybdub authored Oct 24, 2023
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NanoOWL is a project that optimizes [OWL-ViT](https://huggingface.co/docs/transformers/model_doc/owlvit) to run 🔥 ***real-time*** 🔥 on [NVIDIA Jetson Orin Platforms](https://store.nvidia.com/en-us/jetson/store) with [NVIDIA TensorRT](https://developer.nvidia.com/tensorrt). NanoOWL also introduces a new "tree detection" pipeline that combines OWL-ViT and CLIP to enable nested detection and classification of anything, at any level, simply by providing text.

<p align="center"><img src="assets/tree_predict_out.jpg" height="256px"/></p>
<p align="center">
<img src="assets/jetson_person_2x.gif" height="50%" width="50%"/></p>

> Interested in detecting object masks as well? Try combining NanoOWL with
> [NanoSAM](https://github.com/NVIDIA-AI-IOT/nanosam) for zero-shot open-vocabulary
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