DINOv2 Evaluation Results Different From Paper

[gyyj28]

Hello, thank you very much for this excellent work!
I am trying to reproduce the paper results on Surface Normal Estimation using NAVI and DINOv2 B14, I using gradient accumulation (steps=4) on a single GPU, and the detailed information as well as the results are as follows.

python train_snorm.py backbone=dinov2_b14 +backbone.return_multilayer=True +output_dir="outputs/dinov2_b14/navi" +dataset=navi

This is my log and result:


but this is different from the corresponding result in Table 3 of the paper:

Additionally, when I set step=1 on a single GPU, I obtained results similar to those with step=4, and both differ from what is reported in the paper. Below is the results I got setting step=1 on a single GPU.

Is there something I have set up improperly?
Thank you!