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목록#mobilenetv2 #딥러닝 #cnn #컴퓨터비전 #depthwiseseparableconvolution #모바일ai #효율적인신경망 #엣지컴퓨팅 #임베디드시스템 #경량화모델 #ai최적화 #머신러닝 #인공지능 #tensorflow #pytorch #computervision #deeplearning #edgeai #mobilecomputing #modelcompression (1)
Wiredwisdom
Depthwise Convolution
본래의 컨볼루션은 커널이 입력측의 채널을 전부 컨볼루션을 하고 더하는 방식으로 이루어지나MobileNet-V2 에서는 각각의 입력 채널에 맞는 커널이 각기 따로 계산이 되며 합산은 Pointwise convolution 을 통해 이루어지게 된다. 이 두가지 주요 과정을 통하여 Operation이 줄어들게 된다.임베딩 시스템에서는 이런 방식의 네트워크를 주로 사용한다. 이에 대한 내용은 차후 MobileNet-V2에서 자세히 다루도록한다.
2D Vision/CNN
2025. 4. 7. 15:49