https://github.com/NVlabs/VILA

VILA - a multi-image visual language model with training, inference and evaluation recipe, deployable from cloud to edge (Jetson Orin and laptops)
https://github.com/NVlabs/VILA

Last synced: about 1 month ago
JSON representation

VILA - a multi-image visual language model with training, inference and evaluation recipe, deployable from cloud to edge (Jetson Orin and laptops)

• Host: GitHub
• URL: https://github.com/NVlabs/VILA
• Owner: NVlabs
• License: apache-2.0
• Created: 2024-02-23T09:19:16.000Z (7 months ago)
• Default Branch: main
• Last Pushed: 2024-07-26T17:21:36.000Z (about 2 months ago)
• Last Synced: 2024-07-26T19:06:17.647Z (about 2 months ago)
• Language: Python
• Homepage:
• Size: 40.5 MB
• Stars: 1,061
• Watchers: 22
• Forks: 79
• Open Issues: 41
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• ai-game-devtools - VILA - training for Visual Language Models. |[arXiv](https://arxiv.org/abs/2312.07533) | | Visual | (<span id="visual">Visual</span> / <span id="tool">Tool (AI LLM)</span>)
• StarryDivineSky - NVlabs/VILA - 一种具有训练、推理和评估配方的多图像视觉语言模型，可从云部署到边缘（Jetson Orin 和笔记本电脑）。VILA 是一种视觉语言模型 （VLM），使用大规模交错的图文数据进行预训练，可实现视频理解和多图像理解能力。VILA 可通过 AWQ 4bit 量化和 TinyChat 框架在边缘部署。我们发现：（1）图文对是不够的，交错的图文是必不可少的;（2）交错图文预训练中的解冻LLM使上下文学习成为可能;（3）重新混合纯文本指令数据对于提高VLM和纯文本性能至关重要;（4） 令牌压缩扩展 #video 帧。VILA展示了吸引人的功能，包括：视频推理、上下文学习、视觉思维链和更好的世界知识。 (多模态大模型 / 网络服务_其他)
• AiTreasureBox - NVlabs/VILA - 09-13_1769_1](https://img.shields.io/github/stars/NVlabs/VILA.svg)|VILA - a multi-image visual language model with training, inference and evaluation recipe, deployable from cloud to edge (Jetson Orin and laptops)| (Repos)