Build a fast and simple prototype for ALPR with rich feature such as make, model, and vehicle color classification using multimodal model for advanced text and image reasoning.
Pros:
- Development speed and simplicity. Single model can handle multiple task.
- Flexibility. Modifying the attributes or information that will be recognized as simple as changing the prompt.
- Contextual Understanding.
Cons:
- Cost and Latency Usage
- Control and Interpretability
- Accuracy Consistency
- OpenAI API / HuggingFace
- Pydantic for data validation
- Langchain for LLM pipeline
Video: Youtube