each novel could be an objective and subjective experience of the human life. that is why, searching into the internal layers of the events and characters in a novel has always been one of the main concerns of the readers. psychological examinations of different aspects in a story based on the personality of its figures is a scientific method in the recognition and perception of it.

This study proposes a novel lightweight grape detection method. First, the backbone network of our method is Uniformer, which captures long-range dependencies and further improves feature extraction capability. Then, Bi-directional Path Aggregation Network (BiPANet) presented to fuse low-resolution maps with strong semantic information high-resolution detailed information. BiPANet constructed b...