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

Question about 5.4.2 in paper and reversible branch #507

Open
MinkiSong opened this issue Jun 21, 2024 · 0 comments
Open

Question about 5.4.2 in paper and reversible branch #507

MinkiSong opened this issue Jun 21, 2024 · 0 comments

Comments

@MinkiSong
Copy link

First, thank you for the excellent paper and code release. I have some questions as I would like to understand your paper and code more deeply.

Section 5.4.2 of the paper conducts an ablation study on PGI.

image

There are mentions of ICN, PFH, FPN, and PAN here. Could you provide references for ICN and PFH?
There are no descriptions of G_backbone and G_neck in Table 4. Could you explain how they differ?
In section 4.1, it states, "PGI mainly includes three components, namely (1) main branch, (2) auxiliary reversible branch, and (3) multi-level auxiliary information." Therefore, I understand GELAN + PGI as applying "auxiliary reversible branch" and "multi-level auxiliary information" to GELAN.

The performance in the repository's readme appears to be the same as the performance of GELAN + PGI in Table 5. Thus, I understand that all configs of yolov9 have "auxiliary reversible branch" and "multi-level auxiliary information" applied.
image
image

However, based on the conversation in issue #196, it seems that only yolov9-e has the "auxiliary reversible branch" applied.

Is the auxiliary reversible branch only applied to yolov9-e? If not, where does the "auxiliary reversible branch" apply in yolov9-S, M, and C?

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

1 participant