Explaining CNNs From the Frequency Domain Perspective

Explaining CNNs From the Frequency Domain Perspective

↑ ClickBlue Text Follow the Jishi Platform This article is authorized by Zhihu Q&A, reprinting requires authorization from the original author. Editor丨Jishi Platform Jishi Guide How to think about and explain convolutional neural networks from the perspective of the frequency domain? This article整理了两则优质回答,希望能给大家带来启发。>> Join the Jishi CV technology exchange group and stay at the forefront … Read more

New Ideas on Attention Mechanisms: Frequency Domain + Attention

New Ideas on Attention Mechanisms: Frequency Domain + Attention

Frequency Domain + Attention has broken through the traditional modified ideas of attention mechanisms and has become a hot topic of research. It is recommended that those who want to publish papers pay more attention to this. On one hand, the combination of frequency domain and attention is very useful in improving model performance, efficiency, … Read more

New Ideas on Attention Mechanism: Frequency Domain + Attention, Precision Exceeds SOTA 22.6%

New Ideas on Attention Mechanism: Frequency Domain + Attention, Precision Exceeds SOTA 22.6%

The Combination of Frequency Domain and Attention Mechanism is an innovative network design approach that utilizes frequency domain analysis to enhance the feature extraction process and further optimizes the efficiency of feature utilization through attention mechanisms. This strategy helps the model capture and utilize key frequency components in signals, which not only improves the model’s … Read more