Abstract: Highlights•We proposed a novel UDA method named AGST for cross-domain image classification.•AGST incorporates the processes of minimizing the inter-distribution distance.•AGST reweights the samples with different confidence levels.•AGST maintains the discriminative features derived from domain manifolds.
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