"... I'll support you!"
Ayre is a Visual Question Answering project created by members of this organization as part of our semester V projects and coursework during our Bachelor's degree. This is primarily a research based project, since Visual Question Answering with Sentiment Analysis is a significant research gap that we would like to address. This project will feature several components coming together as a complete full-stack AI project.
All AI development to done using Torch, for better support with transformers. (20/11/2023: Proof of concept is complete)
-
Sentiment Analysis on images using integrating fuzzy logic. - NEW: Semantic Image Segmentation for Improved Understanding of the image.
- Visual Question Answering task using data from semantic segmentation
- MLOps pipelines that can be easily imported and deployed inside the backend.
- (Future Work) At least 1 Journal and 1 Conference paper based on novel approaches made here.
- (Optional) HuggingFace integration (Probably future work now).
A simple, beautiful UI/UX with the following features:
- Responsive Design for accessibility.
- Light/Dark themes.
- OAuth integration, with some of the benefits.
- Deployment on Vercel/Github Pages.
- (Optional) A Loading screen.
- Minimal and fast backend created in FastAPI.
- Modular design for improved CI/CD.
- Basic self-hosting for anywhere access.
- (Future Work) Database connectivity for live storage of queries and information.
- (Optional) Improved cloud-based hosting with accessible APIs.