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Abstract: Mixup-based data augmentation improves deep neural network performance by enhancing training diversity, while amplitude mixing further enriches image style variations, benefiting tasks such ...

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Abstract: In the context of zero-shot learning, retrieving natural images using sketch queries is referred to as Zero-Shot Sketch-Based Image Retrieval (ZS-SBIR). The core problems of ZS-SBIR arise ...