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深度学习时间复杂度计算 #521

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ZhenboZhao77 opened this issue Dec 18, 2024 · 5 comments
Open

深度学习时间复杂度计算 #521

ZhenboZhao77 opened this issue Dec 18, 2024 · 5 comments
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@ZhenboZhao77
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作者您好!
请问是否有必要计算深度学习模型O()的时间复杂度呢?理论分析与证明

@ZhenboZhao77
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哎!最近审稿人提的意见但是 模型理论证明无从下手

@lyuwenyu
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你论文在做什么方向啊;反正实时目标检测这快一般不需要;都是用<实测fps + 理论flops>

@ZhenboZhao77
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呜呜呜!是啊。遥感目标检测,哎。我真是被折磨无语了

@lyuwenyu
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lyuwenyu commented Dec 18, 2024

确实有点奇怪;可以把<计算量>用来回复一下;另外可以给他列一下<各个模块>的计算复杂度;(比如模型里如果有Conv、Attention一类的)


复杂度的数据和分析方法可以从其他论文里找一下找(搜关键字:complexity)

  • Attention Is All You Need
  • Deformable DETR: Deformable Transformers for End-to-End Object Detection

例如:
image

@ZhenboZhao77
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okok 谢谢

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