Built from the same basic framework, Caffe2 and Caffe are both deep learning tools with a primary focus on image classification and segmentation. While Caffe excelled within conventional CNN applications, it lacked diversity and flexibility. Caffe2 introduced a range of operators that allowed the framework to be developed further, for better modularity and both scale and mobile uses.