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Original Articles

Classification Similarity Learning Using Feature-Based and Distance-Based Representations: A Comparative Study

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Figures & data

FIGURE 1 Feature-based and multidistance-based classification similarity learning approaches.

FIGURE 1 Feature-based and multidistance-based classification similarity learning approaches.

FIGURE 2 Scheme of the preprocessing layer in the Multidistance Lp representation.

FIGURE 2 Scheme of the preprocessing layer in the Multidistance Lp representation.

FIGURE 3 Scheme of the preprocessing layer in the Multidistance L1 representation.

FIGURE 3 Scheme of the preprocessing layer in the Multidistance L1 representation.

TABLE 1 A Summary of the Three Datasets Used in the Experiments

FIGURE 4 Average MAP vs. training set size for the Small database.

FIGURE 4 Average MAP vs. training set size for the Small database.

FIGURE 5 Average MAP vs. training set size for the Art database.

FIGURE 5 Average MAP vs. training set size for the Art database.

FIGURE 6 Average MAP vs. training set size for the Corel database.

FIGURE 6 Average MAP vs. training set size for the Corel database.

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