This is a dependency free implementation of well known CLIP by OpenAI, thanks to the great work in GGML. You can use it to work with CLIP models from both OpenAI and LAION in Transformers format. clip ...

In this work, we take a first step towards developing practical MIAs against large-scale multi-modal models. We introduce a simple baseline strategy by thresholding the cosine similarity between text ...