Before revision:  Deep learning architectures, such as convolutional neural networks (CNNs) , have been shown to outperform traditional techniques in computer vision tasks , such as object detection .
After revision:  Deep learning architectures, such as convolutional neural networks (CNNs) , have been shown to outperform these feature-based models in computer vision tasks , such as object detection .