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Pretraining and Fine-tuning Cosine Similarity Softmax Function Softmax Classifier Few-Shot Prediction Using Pretrained CNN 기본적인 지도 학습을 이용해서 사전 학습 시킬 수 있습니다. Pretrain a CNN for feature extraction (aka embedding). The CNN can be pretrained using standard supervised learning or Siamese network. 두 이미지에서 각 feature vector가 나옵니다. 이것을 averaing하여 mean vector를 만듭니다. 이 mean vector는 저 squirrel class의 repres..

기본적인 컨셉 Support set Support set is a small set of smaples → It is too small for training a model. Every class has at most a few samples. The support set can only provied additional information at test time. Query Set Query samples are never seen before. Query samples are from unkonwn classes. Traditional supervised learning Test samples are never seen before. Test samples are from known classes...