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Fig 1.

Detailed architecture of the mask R-CNN module.

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Fig 2.

YOLOv5 module architecture diagram.

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Table 1.

Summary of the datasets used in this study (transposed).

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Fig 3.

Visualization results of Y-MaskNet in practical applications (a).

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Fig 4.

Visualization results of Y-MaskNet in practical applications (b).

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Table 2.

Performance comparison of Y-MaskNet with benchmark models.

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Table 2 Expand

Table 3.

Performance of the models in the small object detection task.

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Table 3 Expand

Fig 5.

Small object detection performance comparison.

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Fig 5 Expand