Abstract: Highlights•NRR and PRR form FRR, enabling efficient global relationship reasoning at lower cost.•Graph Pooling uses graph structures for efficient global semantic aggregation.•Sample mass and Gravitation Loss improve diverse matching in image-text retrieval.•CIMN achieves competitive performance on MSCOCO and Flickr30K with high efficiency.
Loading