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cs.CV2018★ 26 cited
Attention-Aware Generalized Mean Pooling for Image Retrieval
Yinzheng Gu, Chuanpeng Li, Jinbin Xie
It has been shown that image descriptors extracted by convolutional neural networks (CNNs) achieve remarkable results for retrieval problems. In this paper, we apply attention mech…
cs.CV2018★ 256 cited
Multi-level Semantic Feature Augmentation for One-shot Learning
Zitian Chen, Yanwei Fu, Yinda Zhang +3
The ability to quickly recognize and learn new visual concepts from limited samples enables humans to swiftly adapt to new environments. This ability is enabled by semantic associa…