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Syencil avatar Syencil commented on May 16, 2024

yolov5提供的预训练权重backbone+head都是在coco上训练好的,你只需要finetune最后一层而已。我这个换了mobilenet之后,backbone仅仅只是在imagenet上做的pretrain,head则是初始化,相当于从头训练。你可以尝试不加载yolov5预训练权重试试

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TongShuo-Demon avatar TongShuo-Demon commented on May 16, 2024

yolov5提供的预训练权重backbone+head都是在coco上训练好的,你只需要finetune最后一层而已。我这个换了mobilenet之后,backbone仅仅只是在imagenet上做的pretrain,head则是初始化,相当于从头训练。你可以尝试不加载yolov5预训练权重试试

非常感谢您,但是现在我发现新的问题,那就是我的P、R、map等数据低了很多

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Syencil avatar Syencil commented on May 16, 2024

这种很正常 可以分别从数据量和capacity这两个方面入手提升

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TongShuo-Demon avatar TongShuo-Demon commented on May 16, 2024

这种很正常 可以分别从数据量和capacity这两个方面入手提升

再次感谢您!我换成coco数据集确实效果明显不一样了。再次麻烦你,请问剪枝使用的方法是network slimming这篇论文的方法吗

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Syencil avatar Syencil commented on May 16, 2024

https://arxiv.org/pdf/1708.06519.pdf

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TongShuo-Demon avatar TongShuo-Demon commented on May 16, 2024

https://arxiv.org/pdf/1708.065

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TongShuo-Demon avatar TongShuo-Demon commented on May 16, 2024

https://arxiv.org/pdf/1708.06519.pdf

非常感谢

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