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Does input dimension/resolution affect the performance of Convolutional Neural Networks?

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I am building a image classifier in which I have 66 classes and images around 50000 and my pc's ram is 12 gb my ram is not sufficient for the training of the images my question is does resolution of the images affects the accuracy of the model I am using convolutional neural networks

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