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Confidence Scores

Open iremonur opened this issue 3 years ago • 3 comments

Hi, the confidence scores in the log.txt files in which located in the experiment files (via the Drive link provided) are extremely low (in the range of 0.0 - 0.0005). Is this an expected result? Should not be the confidence scores higher while the loss decreases to approximately 0.005 at the end of the training?

iremonur avatar May 23 '22 20:05 iremonur

The predicted confidence scores are not in the provided log.txt files. The conf value shown is the loss component related to the confidence score.

lucastabelini avatar May 24 '22 01:05 lucastabelini

Thank you for your response, so what information does the conf score shown in the log.txt files carry? Is this related to training performance? And also, I want the model to classify the lanes (solid, dashed, double). Is it possible, and if so, how? I would be glad if you help me with this.

iremonur avatar May 24 '22 05:05 iremonur

Thank you for your response, so what information does the conf score shown in the log.txt files carry? Is this related to training performance?

As stated previously, the conf value shown is the loss component related to the confidence score.

And also, I want the model to classify the lanes (solid, dashed, double). Is it possible, and if so, how?

Yes, it is possible. The elas.py file is an example on how to load a dataset with classification annotations. You can use it as a base to provide a data loader for your dataset.

lucastabelini avatar May 24 '22 12:05 lucastabelini