You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
44 lines
1.3 KiB
44 lines
1.3 KiB
1 year ago
|
# YOLOv8 - ONNX Runtime
|
||
|
|
|
||
|
|
This project implements YOLOv8 using ONNX Runtime.
|
||
|
|
|
||
|
|
## Installation
|
||
|
|
|
||
|
|
To run this project, you need to install the required dependencies. The following instructions will guide you through the installation process.
|
||
|
|
|
||
|
|
### Installing Required Dependencies
|
||
|
|
|
||
|
|
You can install the required dependencies by running the following command:
|
||
|
|
|
||
|
|
```bash
|
||
|
|
pip install -r requirements.txt
|
||
|
|
```
|
||
|
|
|
||
|
|
### Installing `onnxruntime-gpu`
|
||
|
|
|
||
|
|
If you have an NVIDIA GPU and want to leverage GPU acceleration, you can install the onnxruntime-gpu package using the following command:
|
||
|
|
|
||
|
|
```bash
|
||
|
|
pip install onnxruntime-gpu
|
||
|
|
```
|
||
|
|
|
||
|
|
Note: Make sure you have the appropriate GPU drivers installed on your system.
|
||
|
|
|
||
|
|
### Installing `onnxruntime` (CPU version)
|
||
|
|
|
||
|
|
If you don't have an NVIDIA GPU or prefer to use the CPU version of onnxruntime, you can install the onnxruntime package using the following command:
|
||
|
|
|
||
|
|
```bash
|
||
|
|
pip install onnxruntime
|
||
|
|
```
|
||
|
|
|
||
|
|
### Usage
|
||
|
|
|
||
|
|
After successfully installing the required packages, you can run the YOLOv8 implementation using the following command:
|
||
|
|
|
||
|
|
```bash
|
||
|
|
python main.py --model yolov8n.onnx --img image.jpg --conf-thres 0.5 --iou-thres 0.5
|
||
|
|
```
|
||
|
|
|
||
|
|
Make sure to replace yolov8n.onnx with the path to your YOLOv8 ONNX model file, image.jpg with the path to your input image, and adjust the confidence threshold (conf-thres) and IoU threshold (iou-thres) values as needed.
|