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Awesome Personalized Large Multimodal Models Awesome

📝 A curated list about Personalized Multimodal Models, Personalized Representation Learning~ 📚
Problem Settings: Using 3-5 images of a novel concept/subject (e.g., a pet named <bo>), can we personalize Large Multimodal Models so that:
(1) They retain their original capabilities (e.g., Describe a dog)
while (2) Enabling tailored their capabilities for the novel concept? (e.g., Describe <bo>)

Table of Contents

🌱 Contributing

Please feel free to create pull requests or an issue to add/ correct anything. I really appreciate any help or clarification!


* 🙋‍♀️ Personalization has been extensively explored in AI/ML/CV... It's now time for personalizing Large Multimodal Models! 🙋‍♀️*
Over the years, we’ve witnessed the evolution of personalization across various tasks (e.g., object segmentation, image generation).
Now, with the rise of Large Multimodal Models (LMMs) -- We have opportunities to personalizing these generalist, large-scale AI systems.
It’s time to take the leap and bring personalization into the realm of Large Multimodal Models, making them not only powerful but also user-specific!
^ Above caption are actually generated by GPT-4o, I feed it the figure and asked it to generate a caption, haha!

(This figure is created by me. If there is anything incorrect, please feel free to correct me! Thank you!)

Papers

⚠️ Minor Note: The listed works below are specified for settings where users provide 3-5 images, and the system needs to learn about those concepts. There is research on other subtopics (e.g., role-playing, persona, etc.). For these topics, this repo might provide better coverage.

Personalized Large Multimodal Models
Title Venue Year Input Output Link/ Code
[paper title] xx 2024 image, text image, text
─── Vision Language Model ───
Personalized Visual Instruction Tuning arXiv 2024 image, text text
Personalized Large Vision-Language Models arXiv 2024 image, text text
MC-LLaVA: Multi-Concept Personalized Vision-Language Model arXiv 2024 image, text text Code
Retrieval-Augmented Personalization for Multimodal Large Language Models arXiv 2024 image, text text Page, Code
Yo'LLaVA: Your Personalized Language and Vision Assistant NeurIPS 2024 image, text text Page, Code
MyVLM: Personalizing VLMs for user-specific queries ECCV 2024 image, text text Page, Code
─── Large Language Models ───
Personalized Large Language Models ICDMw 2024 text text
LaMP: When Large Language Models Meet Personalization ACL 2024 text text Page, Code
Learning to Predict Persona Information forDialogue Personalization without Explicit Persona Description ACL 2023 text text
Call for Customized Conversation: Customized Conversation Grounding Persona and Knowledge AAAI 2022 text text Code
A Personalized Dialogue Generator with Implicit User Persona Detection COLING 2022 text text
Personalizing Dialogue Agents: I have a dog, do you have pets too? ACL 2018 text text
Personalized Representation Learning

| Title | Venue | Year | Link/ Code | |:-------- |:--------:|:--------:|:--------:|:--------:|:--------:| | Personalized Representation from Personalized Generation | arXiv | 2024 | Code| | “This is my unicorn, Fluffy”: Personalizing frozen vision-language representations | ECCV | 2024 | Code |

Datasets

Name Year # Concepts Link Notes
ConCon-Chi 2024 20 GitHub with ConCon-Chi
PODS 2024 100 GitHub with personalized-rep
MC-LLaVA 2024 -- GitHub with MC-LLaVA, multiple concepts
Yo'LLaVA 2024 40 GitHub with Yo'LLaVA, single concept
MyVLM 2024 29 GitHub with MyVLM, single concept

Applications

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And good luck with your research! 🤗✨