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Ensemble normalization for stable training

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Editor's Notes

  • #2: Figure 2에 나타나듯이 기존 노말라이제이션과 제안하는 방법을 비교해 보았을때, 두드러지는 특징이 발견 된다. 먼저 기존 노말라이제이션의 경우 각 feature map들이 서로 차이가 없는 반면에 제안하는 방법의 feature map들의 경우 BIN과 BGN을 보면 각기 다른 feature map들이 추출된 것을 확인 할 수 있다. 즉 서로 다른 여러가지의 특징이 훈련 되었다는 의미이며, 이는 곧 성능 향상으로 이어진다. 반면 BBN의 경우 네 장의 feature map중에서 세 장은 거의 차이가 없다. 이것은 풍부한 특징이 훈련되지 못한다는 의미이며, 이후 table2에서 확인할 수 있듯이 비교적 좋은 성능을 보이지 못한다.