aipixel / GPS-Gaussian

[CVPR 2024 Highlight] The official repo for “GPS-Gaussian: Generalizable Pixel-wise 3D Gaussian Splatting for Real-time Human Novel View Synthesis”

Home Page:https://shunyuanzheng.github.io/GPS-Gaussian

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Normalization of input images

zzg-zzg opened this issue · comments

Dear authors,
I wonder if the input image data has been standardized preprocessed (e.g. mean_vals = [0.471, 0.448, 0.408] std_vals = [0.234, 0.239, 0.242]). I can't find the relevant code.
If the answer is no, I wonder if it would be beneficial to do so, since many pretrained models use standardization.
Thanks

I simply normalize the RGB value to [-1, 1] since I do not load the pre-trained weights trained on typical datasets for 2D vision tasks (e.g. Imagenet, COCO, etc). I think there will be no significant difference between the standardization patterns when training a model from scratch, especially not on a very large-scale dataset.

Thanks for your reply.