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The proposed global perception fusion module based on spatial pyramid pooling. When the features from the two branches of the Siamese encoder are fused, four scale (1 × 1, 2 × 2, 3 × 3, 6 × 6) pooling operations follow. Then these feature maps are upsampled to the same spatial resolution and cascaded together.
