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Huge amounts of data was necessary in the early models and is still when you want to win DL competition. I fine tuned YOLOv5 with a few dozens hand-labelled im
by Iv 5y ago
Huge amounts of data was necessary in the early models and is still when you want to win DL competition.
I fine tuned YOLOv5 with a few dozens hand-labelled images to make an object detector in a semi-controlled environment.
The idea that you need a million images to train a detector or a classifier is now totally wrong. Fine-tuning can be done on a very small dataset.