AI Hard and AI Complete Tasks
Here, I am consolidating what an AI Hard task is and why is image captioning considered one.
Image captioning is a AI hard task as it involves:
- Grounding natural language symbols to the physical world
- Semantically understanding content of images
- Multi-modal knowledge from several sub-domains is required to solve AI Hard tasks
- Well defined evaluation metric (currently it is the number of questions that are correctly answered by a VQA system.)
An image is understood when it is possible to generate a caption which encompasses the salient features in the image.
blog comments powered by Disqus