为了解决这个问题，论文提出了Trivial Augment数据增强策略（后文简称TA），相比于之前的数据增强策略，TA是无参数的，每张图片只使用一次数据增强方式，因此相比于AA、PBA乃至RA，它的搜索成本几乎是free的，而且取得了SOTA的效果。算法描述：TA采用了和RandomAugment相同的数据增强风格，具体来说，数据增强被定义为由一...
nvidia.dali.auto_aug.trivial_augment.trivial_augment_wide(data, num_magnitude_bins=31, shape=None, fill_value=128, interp_type=None, max_translate_abs=None, max_translate_rel=None, seed=None, excluded=None) Applies TrivialAugment Wide (https://arxiv.org/abs/2103.10158) augmentation scheme to...
为了解决这个问题,论文提出了Trivial Augment数据增强策略(后文简称TA),相比于之前的数据增强策略,TA是无参数的,每张图片只使用一次数据增强方式,因此相比于AA、PBA乃至RA,它的搜索成本几乎是free的,而且取得了SOTA的效果。 使用方法 作者开源了代码,使用方法很简单,通过以下几行代码的调用就能搞定: augment=aug_lib....
(owing to Barça’s foregoing of any fixed trequartista). A duo of Tévez and Morata carry enough mobility and muscle to work across Barça’s backline so as to warrant caution amongst Piqué, Mascherano and even their full-backs lest they think about stepping out to augment their ...
nvidia.dali.auto_aug.trivial_augment.trivial_augment_wide(data, num_magnitude_bins=31, shape=None, fill_value=128, interp_type=None, max_translate_abs=None, max_translate_rel=None, seed=None, excluded=None)¶ Applies TrivialAugment Wide (https://arxiv.org/abs/2103.10158) augmentation scheme...
nvidia.dali.auto_aug.trivial_augment.trivial_augment_wide(data, num_magnitude_bins=31, shape=None, fill_value=128, interp_type=None, max_translate_abs=None, max_translate_rel=None, seed=None, excluded=None)¶ Applies TrivialAugment Wide (https://arxiv.org/abs/2103.10158) augmentation scheme...
trivial_augment_wide(data, num_magnitude_bins=31, shape=None, fill_value=128, interp_type=None, max_translate_abs=None, max_translate_rel=None, seed=None, excluded=None)¶ Applies TrivialAugment Wide (https://arxiv.org/abs/2103.10158) augmentation scheme to the provided batch of samples....
nvidia.dali.auto_aug.trivial_augment.trivial_augment_wide(data, num_magnitude_bins=31, shape=None, fill_value=128, interp_type=None, max_translate_abs=None, max_translate_rel=None, seed=None, excluded=None)¶ Applies TrivialAugment Wide (https://arxiv.org/abs/2103.10158) augmentation scheme...
nvidia.dali.auto_aug.trivial_augment.trivial_augment_wide(data, num_magnitude_bins=31, shape=None, fill_value=128, interp_type=None, max_translate_abs=None, max_translate_rel=None, seed=None, excluded=None)¶ Applies TrivialAugment Wide (https://arxiv.org/abs/2103.10158) augmentation scheme...
If you are using PyTorch and just need the best working variant of TrivialAugment, we recommend to use theTrivialAugmentWideimplementation intorchvision:https://pytorch.org/vision/main/generated/torchvision.transforms.TrivialAugmentWide.html. If you want more control, we recommend to simply copy over...