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Fig 1.

Feature fusion structure diagram.

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Fig 2.

Running process of improved YOLOv4-Tiny.

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Fig 3.

Training steps of the improved YOLOv4-Tiny.

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Fig 4.

Flowchart of SPM-GRU model operation.

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Fig 5.

Data expansion diagram of PM-GRU model.

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Fig 6.

Improved GRU prediction unit structure diagram.

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Fig 7.

Loss variation curves of three models.

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Fig 8.

Average accuracy of different models.

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Fig 9.

Comparison of detection accuracy of table tennis balls using different models.

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Table 1.

Comparison of different models on different evaluation indicators.

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Fig 10.

Comparison between three algorithms for predicting trajectories and real trajectories.

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Fig 11.

Comparison of errors on the coordinate axis.

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Table 2.

Prediction accuracy and prediction time of different models.

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