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LRY89757 avatar LRY89757 commented on July 29, 2024

或者说您原本模型是多大,我看您使用ncnn量化过后的模型只有17MB,请问您量化前大概会有多大呢

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12-10-8 avatar 12-10-8 commented on July 29, 2024

姿态估计ncnn后是7-8M,pytorch的原本模型20多,首先是转为onnx就是7-8M了,然后在转为ncnn的param和bin文件,几乎是一样大的,量化后会更小,但我怕精度损失会比较严重因此没有采用ncnn的优化。关于设计轻量化模型就是把resnet主干网络替换成mobilenet一类的轻量级backbone,这个可以自己尝试设计,很多论文也有类似的方法

from ncnn-android-pose.

LRY89757 avatar LRY89757 commented on July 29, 2024

姿态估计ncnn后是7-8M,pytorch的原本模型20多,首先是转为onnx就是7-8M了,然后在转为ncnn的param和bin文件,几乎是一样大的,量化后会更小,但我怕精度损失会比较严重因此没有采用ncnn的优化。关于设计轻量化模型就是把resnet主干网络替换成mobilenet一类的轻量级backbone,这个可以自己尝试设计,很多论文也有类似的方法

非常感谢您!我从您这里学到了很多,也希望以后能与您继续交流!🥳

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