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The Birth and Evolution of CNNs: From ImageNet to Human-Level Performance

  • In 2006, Fei-Fei Li created the ImageNet dataset to support deep learning research.
  • The dataset took 2.5 years to complete and posed several challenges.
  • In 2010, Fei-Fei Li launched ILSVRC, an annual competition to test computer vision algorithms.
  • The breakthrough came in 2012 when Geoffrey Hinton introduced AlexNet, a CNN architecture that significantly outperformed traditional machine learning approaches.

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