cpanm List::MoreUtils
--> Working on List::MoreUtils
Fetching http://www.cpan.org/authors/id/R/RE/REHSACK/List-MoreUtils-0.430.tar.gz ... OK
Configuring List-MoreUtils-0.430 ... OK
==> Found dependencies: Test::LeakTrace, Exporter::Tiny, List::MoreUtils::XS
--> Working on Test::LeakTrace
Fetching http://www.cpan.org/authors/id/L/LE/LEEJO/Test-LeakTrace-0.17.tar.gz ... OK
Configuring Test-LeakTrace-0.17 ... OK
Building and testing Test-LeakTrace-0.17 ... OK
Successfully installed Test-LeakTrace-0.17
--> Working on Exporter::Tiny
Fetching http://www.cpan.org/authors/id/T/TO/TOBYINK/Exporter-Tiny-1.006002.tar.gz ... OK
Configuring Exporter-Tiny-1.006002 ... OK
Building and testing Exporter-Tiny-1.006002 ... OK
Successfully installed Exporter-Tiny-1.006002
--> Working on List::MoreUtils::XS
Fetching http://www.cpan.org/authors/id/R/RE/REHSACK/List-MoreUtils-XS-0.430.tar.gz ... OK
Configuring List-MoreUtils-XS-0.430 ... OK
==> Found dependencies: XSLoader
--> Working on XSLoader
Fetching http://www.cpan.org/authors/id/S/SA/SAPER/XSLoader-0.24.tar.gz ... OK
Configuring XSLoader-0.24 ... OK
Building and testing XSLoader-0.24 ... OK
Successfully installed XSLoader-0.24 (upgraded from 0.16)
Building and testing List-MoreUtils-XS-0.430 ... OK
Successfully installed List-MoreUtils-XS-0.430
Building and testing List-MoreUtils-0.430 ... OK
Successfully installed List-MoreUtils-0.430 (upgraded from 0.33)5 distributions installed
论文:YOLOR-You Only Learn One Representation: Unifified Network for Multiple Tasks 作者:Chien-Yao Wang, I-Hau Yeh, Hong-Yuan Mark Liao 链接:https://arxiv.org/abs/2105.04206 代码:https://github.com/WongKinYiu/yolo…
思路
获取想要解释的那一层的特征图,然后根据特征图梯度计算出权重值,加在原图上面。
Demo 加上类激活(cam) 可以看到,cam将模型认为有利于分类的特征标注了出来。 下面以ResNet50为例: Trick: 使用
for i in model._modules.items():可以…