Overfitting a model with only 6 images. Trying to get information, if the genreal set up of the models worlks. If no overfitting can be reached, something else is "off"

GreNait / technical-thesis

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Overfitting a model with only 6 images. Trying to get information, if the genreal set up of the models worlks. If no overfitting can be reached, something else is "off" #15

Open GreNait opened 4 years ago

GreNait commented 4 years ago

A colleague (M. Schneider) told me, that overfitting a model with only 5-6 images is a good way to find out, if the general set up of the model is valid. A overfitting should be reached easily with only 6 images and perhaps 1000 Epochs. If the accuracy doesn't get to 100%, somehting is wrong with the model.

GreNait commented 4 years ago

Overfitting with 12 images (6 batman, 6 deadpool) lead to 100% accuracy after 2 Epochs ... ... because the model before has been terrible (35%) it might be because only two figures have been set and/or the epochs have been too small with the other model.