Abstract: Highlights•We propose a novel Multiscale Multimodal Dynamic Graph Convolution Network.•The MMFDB effectively extract and align rich multimodal feature representations.•The STGCL are powerful in learning complex relations simultaneously.•Extensive experiments justify the superior performance of our proposed model.
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