SK-AM62A-LP: Model tuning

Sajan Saji

Part Number: SK-AM62A-LP

Hello Engineer,

I am currently testing the OD Python application. I tried running the ONR-OD-8220-yolox-s-lite-mmdet-coco-640x640 model, but unfortunately it is unable to detect some objects. Is it possible to fine-tune the model using the images I have?

Warm Regards,
Sajan

1 month ago

0 Jay Goyal 1 month ago

TI__Expert 3410 points

Hi Sajan,

You can have a look at edgeai-modelmaker[1] and transfer learn the model on your dataset. If needed, you can also have a look at edgeai-modelzoo in the same repo to get the pytorch checkpoint for the model[2].

For optimizing the quantization, please have a look at edgeai-tidlrunner[3] and edgeai-tidl-tools[4]. I would recommend going with the former for it's ease of use.

If you need more detail on some topic, please let me know.

Regards,
Jay

[1] https://github.com/TexasInstruments/edgeai-tensorlab/tree/main/edgeai-modelmaker
[2] https://github.com/TexasInstruments/edgeai-tensorlab/blob/main/edgeai-modelzoo/models/vision/detection/coco/edgeai-mmdet/yolox_s_lite_640x640_20220221_checkpoint.pth.link
[3] https://github.com/TexasInstruments/edgeai-tidlrunner/
[4] https://github.com/TexasInstruments/edgeai-tidl-tools

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SK-AM62A-LP: Model tuning