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I will say: skip connections + 1cycle learning rate schedule = at least a factor of 10 for lowering loss / decreasing training time. :-)
Yes agreed on those being crucial. Generally there's so few things that seem to -actually- matter in practice. Training regime on the pretrained backbone (going beyond ImageNet 1K, namely) would be another I'd say I feel confident o being important.
