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Mediapie hands full model less accurate than light model

Open MJ1998 opened this issue 3 years ago • 9 comments

  • Have I written custom code (as opposed to using a stock example script provided in MediaPipe): No
  • OS Platform and Distribution (e.g., Linux Ubuntu 16.04, Android 11, iOS 14.4): Ubuntu
  • Programming Language and version ( e.g. C++, Python, Java): Python
  • MediaPipe version: 0.8.9.1
  • Solution ( e.g. FaceMesh, Pose, Holistic ): Hands

Full model does not detect hand in an image where is present whereas the light model does.

Since full model is supposed to perform better than light model, with min_detection_confidence set to 0.5, it should detect hand in an image where light model detected hand with same min_detection_confidence (actual confidence even higher)

Update: Infact this happens for lots of images, approximately 7% from a dataset size of 50k that I have.

MJ1998 avatar Feb 17 '22 13:02 MJ1998

Hi @MJ1998 , did you get time to check on this 2173 issue , i hope it helps you .

sureshdagooglecom avatar Feb 17 '22 14:02 sureshdagooglecom

Hi @sureshdagooglecom in comment it says "model quality depend not only on model capacity, but also on training dataset and target domain" so its possible and understandable.

But ideally it should not be working this way is what I am conveying here.

MJ1998 avatar Feb 17 '22 15:02 MJ1998

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you.

google-ml-butler[bot] avatar Feb 24 '22 15:02 google-ml-butler[bot]

Closing as stale. Please reopen if you'd like to work on this further.

google-ml-butler[bot] avatar Mar 03 '22 15:03 google-ml-butler[bot]

Are you satisfied with the resolution of your issue? Yes No

google-ml-butler[bot] avatar Mar 03 '22 15:03 google-ml-butler[bot]

Closing as stale. Please reopen if you'd like to work on this further.

google-ml-butler[bot] avatar Mar 10 '22 17:03 google-ml-butler[bot]

Are you satisfied with the resolution of your issue? Yes No

google-ml-butler[bot] avatar Mar 10 '22 17:03 google-ml-butler[bot]

Closing as stale. Please reopen if you'd like to work on this further.

google-ml-butler[bot] avatar May 25 '22 06:05 google-ml-butler[bot]

Are you satisfied with the resolution of your issue? Yes No

google-ml-butler[bot] avatar May 25 '22 06:05 google-ml-butler[bot]

@MJ1998 This is an interesting observation. However, we cannot investigate on this due to lack of dataset you are using. Would it be possible for you to provide the dataset it it does not violate intellectual property rights? it can be the case that the full model is not able to detect hand in a certain orientation/color/exposure conditions of the image.

ayushgdev avatar Apr 18 '23 04:04 ayushgdev

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you.

google-ml-butler[bot] avatar Apr 25 '23 05:04 google-ml-butler[bot]

This issue has been marked stale because it has no recent activity since 7 days. It will be closed if no further activity occurs. Thank you.

github-actions[bot] avatar May 03 '23 01:05 github-actions[bot]

This issue was closed due to lack of activity after being marked stale for past 7 days.

github-actions[bot] avatar May 10 '23 01:05 github-actions[bot]

Are you satisfied with the resolution of your issue? Yes No

google-ml-butler[bot] avatar May 10 '23 01:05 google-ml-butler[bot]