Re:Multimodal Neurons in Artificial Neural Networks
by gillesjacobs on Thursday March 04, 2021 @06:26PM
(#26349985)
> A CLIP model consists of two sides, a ResNet vision model and a Transformer language model, trained to align pairs of images and text from the internet using a contrastive loss.
It isn't surprising that a model trained for alligning photos and corresponding text labels has neurons that have learned higher semantic concepts as that is exactly the goal of generalisation.
It isn't surprising that a model trained for alligning photos and corresponding text labels has neurons that have learned higher semantic concepts as that is exactly the goal of generalisation.