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Are there any details or procedures which should be pay attention to for stopping and restarting the training process?

I was trying to do a haar training, the process and related parameters are shown below, and the process seems to be in an infinite loop. I did some research and found that maybe I should stop the process, add more negative samples, and then restart. (Actually I had nearly 1000 negative images whose size, generally 300224 plus, are hundred times than 1919( model dimension selected), so I supposed I had enough negative samples which should be much more than 5000 -numNeg selected, but a lot of answers from network said insufficient neg samples causes loop, which confused me). It would be appreciated that you add some suggestions on how to improve my training!

image description image description image description image description

Are there any details or procedures which should be pay attention to for stopping and restarting the training process?

I was trying to do a haar training, the process and related parameters are shown below, and the process seems to be in an infinite loop. I did some research and found that maybe I should stop the process, add more negative samples, and then restart. (Actually I had nearly 1000 negative images whose size, generally 300224 300×224 plus, are hundred times than 1919( 19×19( model dimension selected), so I supposed I had enough negative samples which should be much more than 5000 -numNeg selected, but a lot of answers from network said insufficient neg samples causes loop, which confused me). It would be appreciated that you add some suggestions on how to improve my training!

image description image description image description image description