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Update README.md
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deepmancer authored Aug 18, 2023
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Expand Up @@ -25,7 +25,7 @@ CLIP is a neural network trained on a 400 million image-text pairs dataset to le
Object candidate regions are first extracted from the input images using a Faster R-CNN model's pretrained Region Proposal Network. This rapidly identifies potential regions of interest. CLIP then encodes these proposed regions and textual object queries into high-dimensional embeddings suitable for comparison. Multiple phrasings of each query are averaged to obtain a robust representation. Finally, cosine similarity between regional embeddings and averaged query embeddings identifies the most semantically aligned regions for each specified object class.

## Results
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Below is the original image

<h3 align="center">Image</h3>
<p align="center">
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