Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

res2net replaces resnet resulting in degradation of accuracy #44

Closed
todesti2 opened this issue Aug 23, 2023 · 2 comments
Closed

res2net replaces resnet resulting in degradation of accuracy #44

todesti2 opened this issue Aug 23, 2023 · 2 comments

Comments

@todesti2
Copy link

Dear Author, Thank you for your excellent work.
The results of rt-detr have attracted a wave of enthusiasts to try it out, and I am no exception.
I was reading the RT-DETR-R50 code when I had the whim to try replacing resnet with res2net in the backbone, but I was surprised to find that it actually lost 10% accuracy!
I don't quite understand why this would happen, shouldn't res2net supposedly work better than resnet ......
Looking forward to your explanation!

@lyuwenyu
Copy link
Owner

Maybe your should tune backbone lr multi carefully

@todesti2
Copy link
Author

Maybe your should tune backbone lr multi carefully

Thank you for your prompt reply!
Adjusting the list of learning rates seems to bring only tiny gains, but after I replaced resnet with res2net all together, the accuracy loss was huge and those gains still didn't make up the difference. This has piqued my curiosity, but I'd prefer to hear from you, the author, before acting on it.
Looking forward to your advice to minimize the rocks on my way forward!

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

2 participants