LLaVA 1.5 improves upon the original by connecting the language model and vision encoder through a multi-layer perceptron (MLP), a simple deep learning model where all neurons are fully connected.

Source: https://venturebeat.com/ai/the-open-source-alternatives-to-gpt-4-vision-are-coming/