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InternLM-XComposer在图像理解方面有哪些特点?如何具体操作?

2025-09-05 1.3 K

图像理解功能详解

Core features

  • High Resolution Support:最高可处理4K分辨率图像
  • 细节捕捉能力:能识别图像中的微小细节
  • 多图分析比较:可同时处理多张图片并进行对比

procedure

  1. 准备图像文件:将需要分析的图片放入本地目录
  2. 加载模型和tokenizer
  3. 构建查询语句和图像路径
  4. 使用模型进行推理
  5. 获取并解析返回结果

sample code (computing)::

from transformers import AutoModel, AutoTokenizer
model = AutoModel.from_pretrained('internlm/internlm-xcomposer2d5-7b', trust_remote_code=True).cuda().eval()
tokenizer = AutoTokenizer.from_pretrained('internlm/internlm-xcomposer2d5-7b', trust_remote_code=True)
query = "详细分析这张图片"
image = ['examples/dubai.png']
response, _ = model.chat(tokenizer, query, image, do_sample=False, num_beams=3)
print(response)

该功能适用于图像标注、内容审核、商品分析等多种应用场景。

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