Performance Tuning Visual
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%20have%20demonstrated%20significant%20progress%3B%20however%2C%20these%20models%20exhibit%20a%20notable%20limitation%2C%20which%20we%20refer%20to%20as%20face%20blindness.%20Specifically%2C%20they%20can%20engage%20in%20general%20conversations%20but%20fail%20to%20conduct%20personalized%20dialogues%20targeting%20at%20specific%20individuals.%20This%20deficiency%20hinders%20the%20application%20of%20MLLMs%20in%20personalized%20settings%2C%20such%20as%20tailored%20visual%20assistants%20on%20mobile%20devices%2C%20or%20domestic%20robots%20that%20need%20to%20recognize%20members%20of%20the%20family.%20In%20this%20paper%2C%20we%20introduce%20Personalized%20Visual%20Instruction%20Tuning%20(PVIT)%2C%20a%20novel%20data%20curation%20and%20training%20framework%20designed%20to%20enable%20MLLMs%20to%20identify%20target%20individuals%20within%20an%20image%20and%20engage%20in%20personalized%20and%20coherent%20dialogues.%20Our%20approach%20involves%20the%20development%20of%20a%20sophisticated%20pipeline%20that%20autonomously%20generates%20training%20data%20containing%20personalized%20conversations.%20This%20pipeline%20leverages%20the%20capabilities%20of%20various%20visual%20experts%2C%20image%20generation%20models%2C%20and%20(multi-modal)%20large%20language%20models.%20To%20evaluate%20the%20personalized%20potential%20of%20MLLMs%2C%20we%20present%20a%20benchmark%20called%20P-Bench%2C%20which%20encompasses%20various%20question%20types%20with%20different%20levels%20of%20difficulty.%20The%20experiments%20demonstrate%20a%20substantial%20personalized%20performance%20enhancement%20after%20fine-tuning%20with%20our%20curated%20dataset.)
![[2311.15010] Adapter is All You Need for Tuning Visual Tasks](https://ar5iv.labs.arxiv.org/html/2311.15010/assets/x4.png)
![[Performance Tuning] Best Practices - Modern Work Blog - Project ...](https://i2.wp.com/ppmblog.org/wp-content/uploads/2017/09/perf-diagram.png?ssl=1)
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