bge-visualized

BAAI/bge-visualized

Publisher北京智源人工智能研究院（BAAI）Verified

Download access requirementsMirror available

BAAI/bge-visualized-base-en-v1.5 BAAI/bge-visualized-m3 Visualized-BGE是一个通用多模态嵌入模型。通过将图像令牌嵌入到BGE文本嵌入框架中，Visualized-BGE获得了处理多模态数据的灵活性，不仅限于文本。该模型主要用于混合模态检索任务。

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Model details

模型介绍

中文整理

模型名称

BAAI/bge-visualized-base-en-v1.5

BAAI/bge-visualized-m3

Model use case

Visualized-BGE是一个通用多模态嵌入模型。通过将图像令牌嵌入到BGE文本嵌入框架中，Visualized-BGE获得了处理多模态数据的灵活性，不仅限于文本。该模型主要用于混合模态检索任务。

主要能力

多模态知识检索：查询为文本，候选为图像-文本对、文本或图像，适用于WebQA等数据集。

组合图像检索：查询为图像-文本对，候选为图像，适用于CIRR、 FashionIQ等数据集。

多模态查询的知识检索：查询为图像-文本对，候选为文本，适用于ReMuQ数据集。

完全保留原始BGE模型的强文本嵌入能力。

输入输出

输入：纯文本、纯图像或文本与图像的组合

输出：嵌入向量

模型规格

bge-visualized-base-en-v1.5：维度768，基于BAAI/bge-base-en-v1.5，英语模型

bge-visualized-m3：维度1024，基于BAAI/bge-m3，多语言模型

运行要求

需要下载模型权重文件（bge-visualized-base-en-v1.5或bge-visualized-m3）

需要安装FlagEmbedding库

不需要安装xformer和apex，这些不是推理所必需的，且经常会导致问题

基本用法

安装FlagEmbedding库

下载模型权重文件并将路径传递给模型参数

根据任务类型使用模型进行编码：组合图像检索、多模态知识检索或多语言多模态检索

限制

虽然技术上可以用于跨模态检索（文本到图像），但不推荐使用。模型专注于增强混合模态检索任务的视觉能力。

License

原文未提供许可证相关信息。

优先采用原作者提供的中文模型卡片；仅有英文说明时由闲社AI翻译整理。重要参数、许可证和商用范围请以原文为准。

你将获得什么

完整仓库方式包含该固定版本中的权重、配置、分词器及说明文件；指定版本方式只下载所选文件或整组分片。多模态模型的投影文件、配置等依赖，请按作者说明配齐。

完整仓库可能包含多个权重格式，因此需要的磁盘空间可能大于单一格式的模型大小。下载文件不等于完成模型部署。

使用前须知

运行环境

运行模型需要的设备、工具与依赖，以原作者说明为准。

授权范围

是否允许商用、修改和分发，请查看模型许可证。

闲社提供资料与镜像下载方法，不代表已运行模型或完成安全审计。下载的代码应先检查，再执行。

Problem with the information or download?

Pinned version · Multiple download options

bge-visualized model download

Download the full repository or choose a version or file.

许可待确认

下载入口不代表获得修改、分发或商用授权。使用前请查阅原仓库说明、LICENSE 或联系作者确认；闲社未验证模型运行效果。

查看原作者说明与许可 →

Download tools · More than GGUF

Use the Hugging Face download tool to obtain BAAI/bge-visualized. Download Safetensors, GGUF, ONNX, configuration and other repository files. Downloading does not mean the tool can run this model.

File manifest available for the pinned version
Files: 14
Repository formats: pth
Precision in filenames: not explicitly marked
配套文件：说明或许可文件

This information comes from the file manifest. Not every file is a separate model; weights have not necessarily been downloaded, verified or tested.

Choose a mirror or official source, your operating system and download scope below, then copy the command. Install the download tool first if needed.

Pinned version: adc579b9b84a865c07e9164d5528aa748fe6227e. Downloads files only; does not start the model.

Choose a download source

已根据访问地区推荐 Hugging Face 官方线路，你可以手动切换。

Choose what to download

Need just one GGUF precision? Load the file manifest and choose a version. Direct file links do not require Python; the command below can download multiple shards together.

Quantization / file

This reads the pinned version's file manifest; no model weights are downloaded.

Choose your operating system

For command-line downloads, follow these steps to get the full repository or selected files. Direct file links do not need these steps.

Open a terminal window

Create and open a folder for the model. In the folder's address bar, enter powershell and press Enter.

If Python is not installed, get it from the official Python website. In the terminal, enter python --version; continue when a version number appears.

First time? Install the download tool

Copy this command, paste it into the terminal, press Enter and wait for installation to finish.

python -m pip install --upgrade huggingface_hub

Already installed? Continue to step 3.

Run the download command

Select the button below, paste into the same terminal and press Enter. The tool downloads all files included in the current command.

Copying does not start a download. Paste and run the command on your device.

Where are the downloaded files?

Open the folder you chose. Look for the models folder. When progress stops and the terminal returns to its prompt without errors, check that all files are present. 'Copied' does not mean 'downloaded'.

No response or an error?

python not found: Install Python and reopen the terminal. On Windows, follow the installer's instructions to enable command-line access.

hf not found: Confirm that step 2 succeeded, then reopen the terminal. If needed, add Python's Scripts folder to your user PATH. Do not repeatedly download scripts.

Network interrupted: Stay in the same folder and run the same command again. The tool checks existing files.

Permission or disk error: Choose a writable folder with enough free space. Do not disable system security protection.

View the full download command

$env:HF_ENDPOINT = "https://huggingface.co"
$env:HF_HUB_DISABLE_IMPLICIT_TOKEN = "1"
$env:HF_HUB_DISABLE_XET = "1"
hf download "BAAI/bge-visualized" --revision "adc579b9b84a865c07e9164d5528aa748fe6227e" --local-dir "./models/BAAI--bge-visualized"

Files transfer directly from the source you choose, not through Xianshe servers.

The version is pinned. Repeating the same command checks existing files. Change the source manually if it is slow or unavailable.

Public models do not require submitting keys to Xianshe. Restricted models still require the author's authorization. On Linux / macOS, use python3 instead of python when appropriate.