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What's the pretrained_settings for r2plus1d_18? #2717

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XinyuLyu opened this issue Sep 28, 2020 · 3 comments
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What's the pretrained_settings for r2plus1d_18? #2717

XinyuLyu opened this issue Sep 28, 2020 · 3 comments

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@XinyuLyu
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XinyuLyu commented Sep 28, 2020

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    Hi,
    I want to know the pretrained_settings for r2plus1d_18, which has not been implemented, including input_space,input_size,input_range,mean,std. In pytorch.pretrainedmodels, they implement resnet152, vgg19_bn, inceptionv4 with those pretrained_settings, which are necessary for TransformImage to transform the image. If include pretrained_settings, it will be more user-friendly for r3d_18,mc3_18,r2plus1d_18 models to extract vidoe frame features.Many thanks!
    image

cc @bjuncek

@bjuncek
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bjuncek commented Sep 28, 2020

Hi @XinyuLyu, the parameters were as follows:

pretraining dataset: Kinetics 400 (June 2018 snapshot)
input_space: RGB
input_size: 3x16x112x112
mean=[0.43216, 0.394666, 0.37645]
std=[0.22803, 0.22145, 0.216989]
num_classes: 400

I will add README.md to the video classification models to make this clear :)

Thanks for your question,
Bruno

@XinyuLyu
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Thank you so much!!!

@fmassa
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fmassa commented Sep 29, 2020

Also note that those models were trained on 64 GPUs. Further details are in #2723

@fmassa fmassa closed this as completed Sep 29, 2020
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