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Language-Visual Saliency with CLIP and OpenVINO™

The notebook will cover the following topics:

  • Explanation of a saliency map and how it can be used.
  • Overview of the CLIP neural network and its usage in generating saliency maps.
  • How to split a neural network into parts for separate inference.
  • How to speed up inference with OpenVINO™ and asynchronous execution.

Saliency Map

A saliency map is a visualization technique that highlights regions of interest in an image. For example, it can be used to explain image classification predictions for a particular label. Here is an example of a saliency map that we will get in this notebook:

Installation Instructions

If you have not installed all required dependencies, follow the Installation Guide.