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In this article, We use CLIP from OpenAI for Text-to-Image and Image-to-Image searching and we’ll also do a comparative analysis of the Pytorch model, FP16 OpenVINO format, and INT8 OpenVINO format in terms of speedup.

Embeddings are numeric representations of content, such as text or code. This helps machine learning models understand semantic relationships with data points and perform similarity-based retrieval.

DeConvolution is totally opposite process from Convolution. It is also known as Transposed Convolution.

See how how information is extracted from an image in computer vision

Vector similarity search is finding similar vectors from a list of given vectors in a particular embedding space.