Benchmarking LLMs on the Same Image Task | The task and the images | Define the contenders | Run the benchmark | Compare | What to look for

Two-Stage Modeling: AI Vision + ML Classification | Stage 1: describe the images | Stage 2: train the string SVM | Predict on new images | Why two stages?

Workflows for Many Images | applying a llm vision instruct to many images | applying many llm vision instructs to an image | applying many instructs to many images

local LLMs | cloud LLMs | cloud example | cloud provider dictionary

a typical workflow for a single image | define a path to an image | view the input image | apply computer vision | view the output results | computer vision app

multilingual support | English Results | Spanish Results | German Results | Chinese Results