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Dataset Class Relationship

Finds the relationship between the classes of two datasets based on synsets and names

In this example ImageNet and TU-Berlin Sketch dataset classes are being matched by their class names. The results can be used for reusing the embeddings of a pre-trained model during the fine-tuning of a target dataset in domain adaptation scenarios. Further explanation is given on https://github.com/ballester/lateral-representation-learning

Requirements:

  • NLTK with wordnet

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Finding the relationship between the classes of a non-wordnet dataset to imagenet dataset

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