Yolo evaluation

General
1

Hi, I’m new to Hailo,

Could someone advice on how to evaluate a custom yolo model?

I was looking at In-Depth-Optimization-Tutorial, but didn’t find a similar tutorial for yolo object detection.

2

Hey @vinimadu,

Welcome to the Hailo Community!

For measuring FPS, you can use: hailortcli run {model}

To evaluate accuracy:

The eval command will run inference on your validation TFRecord and give you detection metrics like mAP:

• Full-precision (no quantization):

hailomz eval custom_yolo

• Emulator (integer model):

hailomz eval custom_yolo --target emulator

• On-device (Hailo-8, Hailo-10, etc.):

hailomz eval custom_yolo --target hardware

You can also limit the number of images with --data-count N or visualize the outputs using --visualize.

Hope this helps!

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