ShiqiYu / ShiqiYu/libfacedetection

在树莓4B上检测人脸,检测精度与距离的关系

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C++
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Description

于老师您好,我在树莓派4B上使用libfacedetection检测人脸的时候,发现当摄像机与人脸的距离变化时,在某一个特定距离检测出来的置信度变化很大,只要不是这个距离都可以得到很好的检测效果,但是一旦摄像机距离人脸大约35~40cm距离的时候,将检测到的人脸的置信度非常低(demo中的confidence),我使用的是项目自带的模型代码,请问这是模型的问题还是算法的问题?由于我需要被测人脸与摄像头的距离不断变化,请问这个问题应该怎么解决?

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by reproducing the bundled libfacedetection demo on a Raspberry Pi 4B, recording confidence as the camera-to-face distance changes, especially around 35–40 cm. Compare the observed results with the project’s supplied model and determine whether the behavior is caused by the model or algorithm; done means identifying the cause and documenting a reliable solution for changing distances.

Written by the indexing model from the issue text.

Assessment

Tech stack
cpp, raspberry-pi
Domain
computer-vision
Issue type
Bug
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
20/100

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