TensorFlow Lite Object Detection Android Demo

Sayan Nath

Last update: Dec 31, 2022

Related tags

Video/Audio android java tensorflow object-detection tensorflow-examples tensorflow-lite gsoc-2021

Overview

GSoC Project 2021 - TensorFlow

Description

This repository contains the project where I contributed to the TensorFlow Team during GSoC in the year 2021.

Details

Year: 2021
Organisation: TensorFlow
Project Title: Improve Computer Vision Samples Apps
Project Description: The idea behind the project is to improve the sample apps of Computer Vision which uses TensorFlow Lite Task Library as well as TensorFlow Support Library. The main objective is to implement CameraX and update the app so that the developers from the community find it easy to integrate Machine Learning with Android Apps.
Mentors: George Soloupis and Margaret M.

🖥 Tasks

Sl No	Task	Status
1	Implement CameraX and remove the usage of fragments with the existing Camera2 and Camera API	Done
2	Implement Support Library with TensorFlow Lite Interpreter	Done
3	Implement Data Binding	Done
4	Implement the Image to BitMap conversion and modify Support Library and Task Library	Done
5	Modify the Test Code in Android	Done
6	Add a Bounding Box Function in tflite-support library (Stretch Goal)	Ongoing

You can find my Pull Request here.

Demo

TFOD-Demo-Android.mp4

Blog Link: Coming Soon

Acknowledgements

I want to thank George Soloupis, Margaret M., Meghna Natraj, Lu Wang and TensorFlow Team. I would also like to thank Le Viet Gia Khanh and Tian Tian for reviewing my pull request.

License

MIT

🔗 Links

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