Image In Words is an AI tool that generates highly detailed text descriptions from images. It uses a human-involved annotation framework to ensure accuracy and reduce fictional content. The model has shown a 31% improvement in performance compared to previous work and offers various applications, including accessibility improvements for the visually impaired and enhanced image search functionality. Data is available for download under the CC-BY-4.0 license.
• ultra-detailed image description
• wide applications
• enhanced visual-language reasoning capabilities
• readability and comprehensiveness
• reduction of fictional content
• significant improvement in model performance
ImageInWords (IIW) is a generative model that creates ultra-detailed text descriptions from images. It's useful for LLM assistants and complex scenarios using gpt4o.
The IIW framework improves image descriptions by using a human-involved annotation process to ensure high detail and accuracy, reducing fictional content and improving readability.
Using IIW data for model training improves description accuracy and coherence, enhancing visual-language reasoning capabilities.
IIW description quality is validated through rigorous verification techniques and comparisons with previous work, ensuring accuracy and reduction of fictional content.
The IIW framework has applications in improving accessibility for the visually impaired, enhancing image search, and enabling more accurate content review.
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