Topic: CLIP

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  1. Multimodal Neurons in Artificial Neural Networks

    PaperMar 4, 2021DistillGabriel Goh, Nick Cammarata, Chelsea Voss, Shan Carter, Michael Petrov, Ludwig Schubert, Alec Radford, Chris Olah

    We investigate the internal representations of the CLIP model and discover the presence of 'multimodal neurons'. These neurons fire not only for specific visual features (like a spider) but also fo...

  2. Learning Transferable Visual Models From Natural Language Supervision

    PaperFeb 26, 2021arXivAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, Ilya Sutskever

    State-of-the-art computer vision systems are trained to predict a fixed set of predetermined object categories, restricting their generality. We demonstrate that the simple pre-training task of pre...

Related Topics

company:openai-research (2)cs.CV (2)Multimodal AI (2)Mechanistic Interpretability (1)cs.CL (1)