Comments (2)
恰恰我发现,BN校准评估或者说校准的图片太多后的精度有点离谱,相反直接BN继承评估的结果貌似更合理些
from single-path-one-shot-nas.
抱歉,确实当初在实现的时候忽略了这一点。
个人推测,既然SPOS论文专门提到了需要做BN校准,那么BN校准应该是可以带来正向收益的。但是,我在实践中通常没有进行BN校准这一步,得到的子网精度也还可以接受。另外,我在NAS-Bench-201上进行实验时,使用SPOS算法且没有BN校准也可以得到合理的子模型排序。
综上,我估计使用BN校准要比不使用要好,但二者之间的差距可能并不是那么大,具体差异的大小还是需要实验来说明。
from single-path-one-shot-nas.
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from single-path-one-shot-nas.