Object Detection Research & Development
This open-source repository is a space for Object Detecton Research with ARM-based devices performance in mind.
Goals
- Push low-end Android device (Xiaomi Redmi 7A) to its object detection (3 classes) FPS limits using:
- recent findings in Computer Vision
- TFLite delegates for: NNAPI, GPU, Hexagon
- Push Raspberry Pi Zero W to its object detection (3 classes) FPS limits using:
- recent findings in Computer Vision
- OpenCL implementation on VideoCore IV GPU
3 classes mentioned above are: person, vehicle, animal
Details
You can navigate to the details here:
- STATUS: Current status of the project
- SRC: Training the networks/Using the code
- PERFORMANCE: Target devices and performance tests
- REFERENCES: List of inspiring papers
License
ODRND - Object Detection Research And Development
Copyright (C) 2020 Błażej Matuszewski
This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
You should have received a copy of the GNU General Public License along with this program. If not, see https://www.gnu.org/licenses/.
If you need to use software in proprietary, non-open-source code: licence exceptions may be obtained after contacting me.