Abstract: With the rising interest in research on Large Multi-modal Models (LMMs) for video understanding, many studies have emphasized general video comprehension capabilities, neglecting the ...
Abstract: The outstanding performance of Large Multimodal Models (LMMs) has made them widely applied in vision-related tasks. However, various corruptions in the real world mean that images will not ...
Why are LMMs excellent in benchmarks but limited in the real-world?** Robustness is a crucial factor. In experiments, LMMs usually receive high-quality images, but in real-world scenarios that ...
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