Abstract: Highlights•Incorporating multi-scale task-aware local structure learning and multi-scale structure graph modeling.•Adaptively capturing the local structures at each scale based on task embeddings.•Introducing a multi-scale graph attention network to model the multi-scale task-aware local structures of an image.•Comprehensive experiments on four benchmark datasets are conducted.
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