Ferret-UI-Llama8b

A multimodal large language model based on Llama-3-8B, focused on UI tasks.

CommonProductProgrammingMultimodalLarge Language Model

Ferret-UI is the first multimodal large language model (MLLM) centered on user interfaces, specifically designed for gesture expression, localization, and reasoning tasks. Built on Gemma-2B and Llama-3-8B, it is capable of performing complex user interface tasks. This version aligns with Apple's research paper and serves as a powerful tool for image-to-text tasks, excelling in dialogue and text generation.

• Gesture Expression: Capable of understanding and processing gesture expressions within images.
• Localization: Determines the position of specific objects within an image.
• Reasoning Tasks: Executes complex reasoning based on image and text information.
• Image-to-Text: Converts image content into text descriptions.
• Dialogue System: Supports dialogue interactions based on images and text.
• Text Generation: Generates relevant text based on image content.
• Multimodal Interaction: Combines image and text information for interaction.
• Custom Code Support: Allows users to customize model behavior as needed.

\The target audience includes developers and researchers
particularly those working in the field of artificial intelligence who need to handle image and text data and develop applications based on language models. This model can assist them in building smarter interfaces
enhancing user experience
and establishing deeper connections between images and text.\

Example 1: Use the Ferret-UI-Llama8b model to generate product descriptions for an e-commerce website.
Example 2: Utilize the model in a customer support system to understand user-uploaded screenshots and provide relevant assistance.
Example 3: Use image recognition and text description to aid students in learning complex concepts within educational software.

1. Download the necessary Python files: builder.py
conversation.py
inference.py
model_UI.py
mm_utils.py.

Visit

Ferret-UI-Llama8b Visit Over Time

Monthly Visits

20899836

Bounce Rate

46.04%

Page per Visit

5.2

Visit Duration

00:04:57

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Ferret-UI-Llama8b

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