Discussion of "The Art of Data Augmentation" by van Dyk and Meng that Y 1 ; : : : ; Y n are iid from a Student's t distribution with degrees of freedom, location parameter and scale parameter . Denote this distribution by t(; ; ). Suppose that is known and let (; ) be a ...
Ultimately, finding a good augmentation relies on exploiting known and tractable integrals. As such there can be a bit of an art to creating such augmentations and is what Van Dyk and Meng discuss. The Art of Data Augmentation Summary The Gaussian integral trick is just one fr...
3.augmentation- the act of augmenting step-up,increase- the act of increasing something; "he gave me an increase in salary" Based on WordNet 3.0, Farlex clipart collection. © 2003-2012 Princeton University, Farlex Inc. augmentation
Our key insight is to create a search space of data augmentation policies, evaluating the quality of a particular policy directly on the dataset of interest. In our implementation, we have designed a search space where a policy consists of many sub-policies, one of which is randomly chosen ...
值得一提的是,文章在训练时用32个GPU在tensorflow平台上进行的实验(土豪有木有!)并且采用了几种常规的data augmentation方式。 2 .The Kinetics Human Action Video Dataset:数据集分为个人行为,人人之间的交互行为以及人与物品之间的交互行为。一共有400个类别,每一类的视频数目大于等于400个,一共有240K个视频,并...
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TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation Samuel Müller and Frank Hutter ICCV 2021 oral Linkto publication. @InProceedings{Muller_2021_ICCV, author = {M\"uller, Samuel G. and Hutter, Frank}, title = {TrivialAugment: Tuning-Free Yet State-of-the-Art Data Augmentation...
augmented- added to or made greater in amount or number or strength; "his augmented renown"; "a greatly augmented collection of books" increased- made greater in size or amount or degree Based on WordNet 3.0, Farlex clipart collection. © 2003-2012 Princeton University, Farlex Inc. ...
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第一种方法是数据增强(data augmentation),这个在处理图像的时候用的特别多,比如torchvision,Augmentor这些python库都提供了各种数据增强操作。当然数据增强操作有很多种,通过组合又可以得到更多种,完全靠人工设计数据增强操作会发疯的,所以谷歌,没错有时谷歌率先提出了AutoAugment【1】,他们在CIFAR10, ImageNet等数据集上...