Comments (2)
csuhan
commented on August 15, 2024
1
感谢您对我们工作的关注！
您的理解是合理的。本文首先训练Image-to-LLM的projection module，并逐渐将其他模态的X-to-LLM projection也加入到相同的模块当中。 本质上是将一个Image-to-LLM模块进行微调，使其适应X-to-LLM alignment。
此处frozen image encoder作为一个通用的high-level semantic feature extractor，在一定程度上会限制其他模态的学习。可以简单的可以理解为其他模态与image的对齐。然而由于projection module会在多种数据上联合训练，其最终状态可能为一种折中状态，而非单纯的将其他模态对齐到image。
from onellm.
spidercatfly
commented on August 15, 2024
1
get! 感谢讲解！
确实是很nice的思路
from onellm.
Related Issues (20)
- About evaluation and training codes HOT 3
- Will the code for SFT be open sourced in the near future? Thanks~ HOT 1
- Fmri data is gray image or some numerical data HOT 1
- Is the Tonizer.py code converting modelities into tokens? HOT 2
- Training code HOT 4
- fmri data HOT 1
- webvid dataset no longer available as of 23 of Feb HOT 1
- freezing of LLM during pretrain stage HOT 2
- Clotho V2 annotation file HOT 5
- Inference inputs multiple modalities other than text at once HOT 2
- How to install petrel_client HOT 1
- Can't reproduce that Page 6, Table 5, Evaluation on Point Cloud-Text Tasks' Bleu, METEOR and ROUGE_L numbers HOT 2
- Whether the embedings generated by different modal data has comparability? HOT 2
- Vague output for audio HOT 3
- Distributed inference/demo checkpoints
- Model not producing accurate captions
- .
- Provide some inference examples HOT 1
- Some confusion about the modalities of depth/normal maps. HOT 3
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from onellm.