ChiWeiHsiao / DeepVO-pytorch

PyTorch Implementation of DeepVO

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Problem about performance

BrianWayland opened this issue · comments

As is shown in the result, the performance of trained model is very unsatisfying. Actually, after 100 epochs valid loss and train loss is so close, simply improving number of epoch can do nothing to performance. My problem is are there any solutions to promote the performance of the model?
route_03_gradient
route_04_gradient
route_05_gradient
route_06_gradient
route_07_gradient
loss

@BrianWayland My valid loss is also very low but when I test them, I get very bad results as well.
Have you solved this issue?

Hello, I also got the same bad result as shown below, so can anyone solve this problem?
route_04
route_05
route_07
route_09
route_10

I was not even able to reproduce these results. I trained a model with the same data and the loss definition and hyperparameters in the current commit, which seem to be the ones used to train the for the provided model in the README, but my results after 250 epochs are way worst than this.