OneProt: Towards multi-modal protein foundation models via latent space alignment of sequence, structure, binding sites and text encoders
Fig 2
Overview of the OneProt model.
The model aligns multiple modalities, including primary protein sequence, 3D protein structure, binding pockets, and text annotations. Each modality is processed by its respective encoder, generating embeddings aligned in a shared latent space, facilitating cross-modal learning and integration.