ResearchBenchmarksImage-Text Matching on Urban-1k hard-negative perturbationsFollow62.07Accuracy (%)HyFL-CLIP52.574855.039957.50559.9701Jul 1, 2026Evaluation ResultsMethodMethodLinksAccuracy (%)HyFL-CLIP2026.0762.07Long-CLIP2026.0754.01FineLIP2026.0753.54HiMo-CLIP2026.0752.94