https://github.com/narius2030/imcp-mobile-app

This mobile application uses the camera to capture images and sends them to a microservice for image captioning. Powered by a machine learning model, the app generates descriptive captions for each photo, providing visually impaired users with a detailed understanding of their surroundings through auditory feedback
https://github.com/narius2030/imcp-mobile-app

api-development fastapi flutter-app microservice minio-s3 mobile-app mongodb nginx-proxy

Last synced: about 1 month ago
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This mobile application uses the camera to capture images and sends them to a microservice for image captioning. Powered by a machine learning model, the app generates descriptive captions for each photo, providing visually impaired users with a detailed understanding of their surroundings through auditory feedback

• Host: GitHub
• URL: https://github.com/narius2030/imcp-mobile-app
• Owner: Narius2030
• Created: 2024-10-13T07:58:39.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2025-03-22T08:17:00.000Z (about 1 year ago)
• Last Synced: 2025-03-22T09:22:57.062Z (about 1 year ago)
• Topics: api-development, fastapi, flutter-app, microservice, minio-s3, mobile-app, mongodb, nginx-proxy
• Language: C++
• Homepage:
• Size: 14.2 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
## FastAPI Microservice

- Develop an APIs to retrieve metadata and images which were normalized in Data Lake for automated incremental learning process.

- Develop an APIs to upload captured image and metadata of user to storage system for later usages and then activate model.

- Utilize Nginx to route and load balance among API service containers for **_reducing the latency_** and **_avoiding overload_** on each service.

For containerizing the backend, I configured these containers. Furthermore, Our backend is erect on `FastAPI` which is one of Python's frameworks

- Metadata Service

![image](https://github.com/user-attachments/assets/4c25e000-0cd4-407e-854d-66f1d88ccab3)

- Model Service

![image](https://github.com/user-attachments/assets/498ad9be-c67a-49fc-8ed5-33933d14394e)

- Build all up

```cmd

docker-compose up --build

```

## Mobile Application UI

![image](https://github.com/user-attachments/assets/7ce57919-4b65-422e-9d46-f5779352a102)

![image](https://github.com/user-attachments/assets/a81f8367-781f-4370-b41c-5a0e846212a6)