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Computer Vision is one of the technologies that has been growing faster in the last 3 years, and enterprises are adopting it in a very fast way. Are our companies totally safe using this new technologies or there is a way to fool them? We will see a brief introduction of how computer vision works internally, and different kind of attacts: One Pixel Attack, real life stickers, adversarial gradients and adversarial gradients in real life. Remember that the auto-driving cars is a reallity, can our cars been fooled using those attacks?