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Artificial Intelligence (AI) Mastering Development

How to measure/estimate the energy consumption of CNN models during testing?

Does someone know a method to estimate / measure the total energy consumption during the test phase of the well-known CNN models? So with a tool or a power meter… MIT has already a tool to estimate the energy consumption but it only works on AlexNet and GoogleNet, I need something for more Architectures (VGG, […]

Categories
Artificial Intelligence (AI) Mastering Development

Training from Scratch vs Transfer Learning/Fine-tuning (large difference in domains)

How many images (a rough estimate) do you think are needed before training CNN models like VGG16, ResNet50, MobileNet, etc from scratch might yield improved performance compared to transfer learning/fine-tuning with parameters from ImageNet, given that source domain=ImageNet/natural images, and target domain=ultrasound images?