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ChatGPT's application capabilities in the visual domain - Advanced Level 3

Scene text, table, chart and document reasoning

  • : Accurately identifies handwritten and printed text within a scene.


  • : Can identify a right triangle and determine its side lengths AB as 4 units and BC as 3 units.


  • : Accurately interprets the beginning and end of a proposal process.


  • : Identifies the Chinese dish "Re Gan Mian" and associates it with Wuhan City.


    To improve model performance, advanced prompt techniques such as step-by-step guidance or few-shot context methods can be considered instead of providing the model with multi-page prompts all at once.



Multilingual and multimodal

  • : In image description prompts, accepts Chinese, French, and Czech languages and returns corresponding image descriptions in those languages.


  • : Recognizes scene images containing texts in multiple languages.


  • : Understands cultural differences and generates appropriate multilingual descriptions for wedding pictures.




Code generation capability

  • : Generates LaTeX code from handwritten math equations.


  • : Converts tables in images into Markdown code.


  • : Demonstrates how to replicate input graphics using Python, TikZ, and SVG.



Time and video understanding

  • : Can accurately analyze sequences of video frames.


  • : Measures the model's ability to identify causal relationships and temporal progressions in shuffled images.


  • : For example, use GPT-4V to predict short-term outcomes of soccer penalty kicks.


  • : Determines whether the goalkeeper successfully blocked the ball, demonstrating an understanding of causality.



Emotional intelligence testing

  1. : Identifies emotions in facial expressions and provides reasonable emotional explanations.


  2. : Interprets emotions based on content and image style, such as contentment, anger, awe, and fear. This is crucial for applications like home robots.


  3. : Can describe images according to emotional requirements, making image descriptions scarier or more comforting.



Emergence

  • : Identifies differing regions or components in images.


  • : Demonstrates GPT-4V's defect detection capabilities on defective product images.


  • : Combines human detectors with GPT-4V's visual reasoning to identify potential safety hazards.


  • : Through further development, more complex and practical self-checkout scenarios can be explored, achieving full automation of the checkout process and enhancing customer experience.