https://github.com/clovaai/overhaul-distillationgithub.com/clovaai/overhaul-distillation Related work 在FitNets 之后,提出了如下特征蒸馏的变体方法。[30, 28] 中的方法 [30] Sergey Zagoruyko and Nikos Komodakis. Paying more attention to attention: Improving the performance of convolutional neural ne...
clovaai/overhaul-distillationgithub.com/clovaai/overhaul-distillation 摘要 为了实现网络模型压缩,本文提出了一个新的特征蒸馏方法,该方法设计了新的蒸馏损失函数,可以使得教师网络转移(teacher transform),学生网络转移(student transform),特征蒸馏位置(distillation feature position)以及距离函数(distance function)协同...
OverhaulofFeatureDistillationfeature的选取位置:resnet每个阶段的最后一层卷积,注意是ReLU前studentfeature的变换:1x1 conv...其中的结构关系 pair-wisedistillation: 分别计算student、teacher各自feature中各像素的相似度矩阵,拉进相似度矩阵的L2距离,目的是使得学生在自己的特征空间 ...
Official PyTorch implementation of "A Comprehensive Overhaul of Feature Distillation" |paper|project page|blog Byeongho Heo, Jeesoo Kim, Sangdoo Yun, Hyojin Park, Nojun Kwak, Jin Young Choi Clova AI Research, NAVER Corp. Seoul National University ...
[ICCV 2019] A Comprehensive Overhaul of Feature Distillation pytorch overhaul distillation feature-distillation zcls Updated Jan 2, 2022 Python KodoPengin / PenginUI-Steam-Skin Star 6 Code Issues Pull requests PenginUI - A custom Steam layout steam ui-design ui style modification overh...
Gardening.Missing vanilla plants have been added to the Hearthfire gardening feature and many of the new ingredients can also be planted. MCM Options.The chance to receive additional ingredients can be customized from within CACO's MCM. There is also an option that will allow you to disable thi...
Added exactNoisePolicy() routine needed for exact distillation, and added the relevant module to get an instance of that replaced constexpr by const in generateNoise() (breaks GPU build) New modules by Nelson are now part of the code
Distillation feature position FitNets使用任意中间层的输出作为蒸馏点,但是效果不好;本文使用ReLU前面的特征,这样可以同时保留正向信息和负面信息。 Distance function 大多数蒸馏使用L1或者L2两种距离函数;本文针对margin ReLU设计了部分L2距离函数,这个函数会过滤负面信息。