IEEE/ICACT20240037 Slide.19        [Big Slide]       Oral Presentation
As a result of comprehensive analysis of the experimental results for the two datasets, some of the SNNs using ACL have no loss of accuracy compared to all-to-all connection. And in some cases, it provides an optimal solution that reduces the number of connections while achieving better accuracy. Ultimately, we confirmed that applying ACL proposed in this paper can simplify and optimize the HW design without the loss of accuracy. In the future, we plan to utilize the 2D features of images for the connections in order to use fewer wires. And we can consider adjacent connections in different topologies.

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