AI RESEARCH
Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study
arXiv CS.LG
•
ArXi:2605.06643v1 Announce Type: cross Despite the growing popularity of Multimodal Domain Generalization (MMDG) for enhancing model robustness, it remains unclear whether reported performance gains reflect genuine algorithmic progress or are artifacts of inconsistent evaluation protocols. Current research is fragmented, with studies varying significantly across datasets, modality configurations, and experimental settings.