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脳1 visual tokens, thus constructing SS nested visual tokens (i.e., Si鈭坽1,9,36,144,576}S_{i}\in\{1,9,36,144,576\}), where fewer tokens are obtained by progressively compressing denser tokens. To enhance the visual semantics of each visual token set, we propose FMVR and inject it into each
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LMMs can slash FLOPs by 89% without sacrificing accuracy, thanks to a frequency-modulated visual restoration technique that preserves crucial visual semantics even with fewer tokens.
