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Can Event Cameras Replace RGB for Violence Recognition? An Empirical Study
The findings indicate that while event cameras do not yet surpass strong RGB transformer pipelines, they constitute an efficient and complementary modality for violence understanding.
A Multimodal Intrinsics-Guided Thermal-Aware Framework for RGB Low-Light Image Enhancement
A Multimodal Intrinsics-Guided Framework that integrates RGB and thermal data to reconstruct well-lit images and demonstrates strong generalization to real-world benchmarks such as LLVIP and V-TIEE, outperforming state-of-the-art methods in most evaluation metrics.