Since only the textual condition encoders are used (with the diffusion backbone frozen), the ... is used to enhance the capabilities of a language model (LLM) in processing and responding to ...

Stable Diffusion v1 refers to a specific configuration of the model architecture that uses a downsampling-factor 8 autoencoder with an 860M UNet and CLIP ViT-L/14 text encoder for the diffusion model.

For instance, NExT-GPT employs a base language model for multimodal understanding but requires an additional pre-trained diffusion ... from the CLIP ViT encoder are combined with text tokens and fed ...

Consider this example from the authors of MiniCPM-V, a multimodal LLM ... The model attained comparable accuracy to ResNet-50 on ImageNet without being trained on any of the images in the dataset. The ...

We propose Domain-enhanced Multi-modal Model (DeMMo), where an additional medical domain vision encoder is incorporated into the general domain multimodal LLM to enhance its ability on specific ...