Abstract: Highlights•We propose an A-GCN framework for multi-label image recognition.•We introduce a plug-and-play adaptive label graph (LG) module to automatically learn the label correlations.•We explore three different LG architectures for effective evaluated the LG module.•We propose a spares correlation constraint to enhance the LG module.
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