CAST: Character labeling in Animation using Self-supervision by Tracking. (arXiv:2201.07619v1 [cs.CV])

Cartoons and animation domain videos have very different characteristics
compared to real-life images and videos. In addition, this domain carries a
large variability in styles. Current computer vision and deep-learning
solutions often fail on animated content because they were trained on natural
images. In this paper we present a method to refine a semantic representation
suitable for specific animated content. We first train a neural network on a
large-scale set of animation videos and use the mapping to deep features …

animation arxiv cv labeling tracking