https://github.com/jmaczan/yolov3-tiny-openvino

High performance human detector
https://github.com/jmaczan/yolov3-tiny-openvino

cmakelists cpp darknet human-detection human-recognition low-end-devices opencv openvino person-detection thinkpad-x230 yolov3 yolov3-tiny

Last synced: 10 days ago
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High performance human detector

• Host: GitHub
• URL: https://github.com/jmaczan/yolov3-tiny-openvino
• Owner: jmaczan
• License: gpl-3.0
• Created: 2024-08-07T12:18:52.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-09-15T18:01:55.000Z (2 months ago)
• Last Synced: 2024-09-16T13:16:20.221Z (2 months ago)
• Topics: cmakelists, cpp, darknet, human-detection, human-recognition, low-end-devices, opencv, openvino, person-detection, thinkpad-x230, yolov3, yolov3-tiny
• Language: C++
• Homepage:
• Size: 47.9 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# yolov3-tiny-openvino

High performance human detector using YOLOv3-tiny with OpenVINO and OpenCV in C++

## Build

```sh

chmod +x build_release.sh

./build_release.sh

```

Output path is `build/yolov3-tiny-openvino`

## Run

Download onnx model from here https://docs.openvino.ai/2022.3/omz_models_model_yolo_v3_tiny_onnx.html

```sh

cd build && ./yolov3-tiny-openvino   [compile_target]

```

## Performance

Lenovo ThinkPad x230 8GB, Debian 12, 6.1.0-23-amd64:

- Detection: 0.32s

Macbook Air M2 16GB, macOS 14.6.1:

- Detection: 0.15s

### Useful resources

- https://docs.openvino.ai/2024/learn-openvino/openvino-samples/hello-nv12-input-classification.html

- https://docs.openvino.ai/2022.3/omz_models_model_yolo_v3_tiny_onnx.html

- https://docs.opencv.org/4.x/d3/d63/classcv_1_1Mat.html

- https://docs.openvino.ai/2024/api/c_cpp_api/group__ov__runtime__cpp__api.html#_CPPv4N2ov6TensorE

- https://docs.openvino.ai/2024/openvino-workflow/running-inference/integrate-openvino-with-your-application.html

- https://github.com/openvinotoolkit/open_model_zoo/blob/master/models/public/yolo-v3-tiny-onnx/README.md

## Cite

If you use this software in your research, please use the following citation:

```bibtex

@software{Maczan_yolov3tinyopenvino_2024,

author = {Maczan, Jędrzej Paweł},

title = {{yolov3-tiny-openvino - High performance human detector}},

url = {https://github.com/jmaczan/yolov3-tiny-openvino},

year = {2024},

publisher = {GitHub}

}

```

### License

GPL-3.0 license

Jędrzej Maczan, 2024