Abstract: Highlights•An effective IDSFL network is presented to learn robust representations for FER in the wild.•A novel multi-channel feature modulator incorporating Gabor features is proposed to learn informative features.•A specific emotion-aware module is used to learn discriminative semantic features for specific expression categories.
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