jankolf / grafiqs Goto Github PK
View Code? Open in Web Editor NEWOfficial repository of paper "GraFIQs: Face Image Quality Assessment Using Gradient Magnitudes"
Home Page: https://arxiv.org/pdf/2404.12203.pdf
Official repository of paper "GraFIQs: Face Image Quality Assessment Using Gradient Magnitudes"
Home Page: https://arxiv.org/pdf/2404.12203.pdf
I set the run like that:
python extract_grafiqs.py --image-path /home/sm00th/Projects/assets/IMG_3625.jpg --output-dir /home/sm00th/Projects/apps/GraFIQs/output/ --backbone iresnet100 --weights /home/sm00th/Projects/apps/GraFIQs/backbones/resnet100_ms1mv2_arcface.pth
But got empty text files in the output dir...
Hi @jankolf,
I am using your method with another architecture which also have last layer returning 512
features. (below is a snapshot of last layer)
BatchNorm1d-543 [-1, 512] 1,024
ResNet-544 [-1, 512] 0
================================================================
Total params: 47,181,073
Trainable params: 47,181,073
Non-trainable params: 0
However, the features I am getting after passing images through model have only one value of while the default model return tuple of 6 values. I am not able to figure out the reason for this mismatch. If you can explain the possible reason and ways to handle it, it will be very helpful.
Thanks
Girish
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