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GPT-4 with Vision: Complete Guide and Evaluation

Blog post from Roboflow

Post Details
Company
Date Published
Author
James Gallagher
Word Count
2,515
Language
English
Hacker News Points
-
Summary

OpenAI's GPT-4 with Vision, announced in late 2023, introduces multimodal capabilities by allowing users to input both text and images for querying, marking a significant advancement in AI interaction. The model, available through API and integrated with platforms like Bing Chat and Google's Bard, performs tasks such as visual question answering (VQA), optical character recognition (OCR), and object detection, demonstrating an ability to understand context and relationships in images. However, limitations are noted, such as inaccuracies in object detection, text recognition errors, and a lack of ability to identify specific individuals in images, as outlined in OpenAI's system card. Extensive testing revealed that while GPT-4 excels in general image-based queries and provides coherent responses, it is less effective for tasks requiring precise spatial recognition or detailed object localization. Despite these challenges, GPT-4's integration of text and vision into a single model represents a promising step forward in multimodal AI applications, offering new possibilities for natural language processing and computer vision tasks.