baseline: a standard measurement or fact against which other measurements or facts are compared, especially in medicine or science. benchmark: something that is used as a standard by which other things can be judged or measured. 简单的说:baseline是比较算法好坏中作为“参照物”而存在的,在比较中作为基线;benchmark本身是评价算法好坏的一种规则和 ...
在CVPR2016的best paper, 也就是何凯明的Deep Residual Learning for Image Recognition一文中,对于34层残差卷积神经网络和34层普通卷积神经网络,做了对比,在对比中普通CNN被称为plain baseline (3.3开头处); ICCV2017的一片使用GAN进行数据增强的文章Unlabeled Samples Generated by GAN Improve the Person Re-indentification Baseline in vitro 中 ...
baseline:N-COUNT A baseline is a value or starting point on a scale with which other values can be compared. 通俗的讲,一个算法被称为baseline,基本上表示 比这个算法性能还差的基本上不能接受的,除非方法上有革命性的创新点,而且还有巨大的改进空间和超越benchmark的潜力,只是 ...