Author

Shu-Pan Li

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#artificial intelligence May 2026

Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study

MMDG-Bench is introduced, the first unified and comprehensive benchmark for MMDG, which standardizes evaluation across six datasets spanning three diverse tasks: action recognition, mechanical fault diagnosis, and sentiment analysis.

Hao Dong, Hong-Zhao Li, Shu-Pan Li et al. · arXiv.org · 0 citations

Aug 2026

Multimodal Domain Generalization via Adaptive Dual-Objective Feature Learning

Adaptive Dual-Objective Feature Learning for Multimodal Domain Generalization (ADMMDG), a framework that separates feature learning into two complementary components: features that capture shared patterns with both modality and domain invariance, and modality specific features that preserve the unique characteristics o...

Hongzhao Li, Siwei Liu, Guohao Shen et al. · International Journal of Com... · 0 citations