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$$K$$ K -nearest neighbor (K-NN) graphs are an essential component of many established methods for content-based image retrieval and automated image annotation. The performance of such methods relies heavily on the semantic quality of the graphs, which can be measured as the proportion of neighbors sharing the same class label as their query images. Due to the noise in image features, the K-NN...
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