On CrisisMMD, frozen CLIP embeddings with LLaVA-generated captions and Guided Cross Attention give the best accuracy, but the added Differential Attention layer does not improve, and sometimes reduces, performance.
Crisis- mmd: Multimodal twitter datasets from natural dis- asters
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Differential Attention for Multimodal Crisis Event Analysis
On CrisisMMD, frozen CLIP embeddings with LLaVA-generated captions and Guided Cross Attention give the best accuracy, but the added Differential Attention layer does not improve, and sometimes reduces, performance.