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Is training correct? about cmrnet HOT 4 CLOSED

oishigyunyu avatar oishigyunyu commented on July 22, 2024
Is training correct?

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Comments (4)

cattaneod avatar cattaneod commented on July 22, 2024

Hi,
I just tested the code with the following command:

python main_visibility_CALIB.py with batch_size=24 data_folder=./KITTI_ODOMETRY/ epochs=300 max_r=10 max_t=2 BASE_LEARNING_RATE=0.0001 savemodel=./checkpoints/ test_sequence=0 seed=42

and it's working fine, the loss should reduce to ~ 1.25 after the first epoch.
Maybe it's a data problem? i see that you have 477 batches, while I have 464 batches.

image

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oishigyunyu avatar oishigyunyu commented on July 22, 2024

Sorry for being late for replying to cattaneo. My professor helped me for this training problem, and I could solve this.
But I remember that I encountered the assertion error about the coordinate of the data.
The error message was “Wrong Coordinates”(at camera_model.CameraModel.project_pytorch()).
I think this was configured with your intent. So is this the wrong?

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KuanchihHuang avatar KuanchihHuang commented on July 22, 2024

Hi, @cattaneod ! Thanks for your excellent work! I found that I also have 477 batches instead of 464 batches. Can you help me to figure out the reason? Thanks a lot.

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cattaneod avatar cattaneod commented on July 22, 2024

Hi @KuanchihHuang,

I just downloaded the KITTI odometry dataset again and run the preprocessing, and 477 batches is indeed correct.
The loss in the first few epochs looks very similar to the one I used for the paper, so you should get very similar results anyway.

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