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sanketloke avatar sanketloke commented on June 27, 2024

Facing a similar issue. In the initial runs, the result was quite bad with the smallNORB. After trying multiple runs, I was able to get a decent accuracy. I got similar huge variance in validation accuracy for the training runs with MNIST. @www0wwwjs1 do you know what might cause this much variance?

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maomran avatar maomran commented on June 27, 2024

Because the test script doesn't read the latest training parameters, it reads the whole models saved starting from the first iteration, hence the first training parameters will have a terrible accuracy, try using the latest training parameters only, the output should be stable.

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ashleylid avatar ashleylid commented on June 27, 2024

Has anyone here had similar results to me on smallNORB? Images for output are in issue #30 This is just the training loop.

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ashleygritzman avatar ashleygritzman commented on June 27, 2024

I also get very poor performance when using 3 iterations on smallNORB. The model failed to learn anything after almost 30k iterations. Any suggestions?

image

image

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peerdavid avatar peerdavid commented on June 27, 2024

I'm not sure if the dataset is loaded correctly: The smallNorb dataset contains 24300 stereo images, but the model loads 24300*2 images with depth 1. I think this is wrong and possible this leads to the bad performance...

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