ResearchBenchmarksImage-to-Text on COCO (Structured Evaluation Metrics)Image-to-Text on COCO (Structured Evaluation Metrics)Follow0.179A AND BNSFL0.140520.150510.16050.17049Apr 12, 2026Evaluation resultsMethodMethodLinksA AND BA AND B AND CA AND NOT BA AND B AND NOT CA OR BA OR B OR CAverage mAP@100Relative Delta (%)Delta UnionNSFLModel=BLIP-LargeModel=BLIP-Large2026.040.1790.1270.5420.2620.730.81844.3350.112BaselineModel=SigLIPModel=SigLIP2026.040.1660.0930.2820.1370.7340.76536.3——NSFLModel=SigLIPModel=SigLIP2026.040.1550.0860.4610.1670.7530.82640.8120.012BaselineModel=BLIP-LargeModel=BLIP-Large2026.040.1420.1070.3230.1540.6220.62232.8——