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Fig 1.

The retrieval system framework.

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Fig 2.

The overall architecture of the WSSLN.

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Fig 3.

The overall architecture of the data generator.

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Fig 4.

The internal architecture of the STL.

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Fig 5.

The architecture of the similarity calculator.

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Fig 6.

Two PTAs in a lung CI.

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Fig 7.

The network architecture for the DS calculator.

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Fig 8.

Comparison between before and after CI pre-processing.

(a). Before. (b). After.

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Fig 9.

Contour similar CI group.

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Fig 10.

Contour dissimilar CI group.

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Fig 11.

Detail similar CI group.

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Fig 12.

Detail dissimilar CI group.

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Fig 13.

A distance-based pruning example.

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Fig 14.

An example of the prototype system.

(a). Retrieval example. (b). Top-5 retrieval results.

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Fig 15.

Four examples of the top-5 retrievals.

(a). WSSLN-based retrieval results. (b). DSH-based retrieval results. (c). CNNSH-based retrieval results. (d). LSH-based retrieval results.

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Fig 16.

Effect of accuracy rate.

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Fig 17.

Comparison of mAP.

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Fig 18.

Effect of the pruning scheme.

(a). Retrieval radius vs. Time. (b). Data size vs. Time.

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