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bryanyzhu avatar bryanyzhu commented on June 16, 2024

It doesn't have a big effect for training the action recognition model.

But the motivation is coming from this paper, https://arxiv.org/abs/1608.05842. As seen in Section 3.2 of the paper,

In initial tests, we noticed that the unsupervised approach had difficulties in regions that were highly saturated or very dark. Adding photometric augmentation compounds this issue by making these regions even less discriminable. To address this issue, we pass the geometrically augmented images directly to the photometric loss prior to photometric augmentation. Further, we apply a local 9 × 9 response normalization to the geometrically augmented images to ameliorate multiplicative lighting factors

So that is why I adopt LRN layers.

from hidden-two-stream.

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