A compact and flexible FPGA accelerator for regular and octave convolutional neural networks
Sign Up to like & getrecommendations! Published in 2025 at "Neural Computing and Applications"
DOI: 10.1007/s00521-025-11209-2
Abstract: Edge artificial intelligence (AI) is powerful in harnessing AI to provide real-time, scalable, and secure solutions directly at the edge. However, developing edge AI devices poses several challenges, including power consumption constraints, limited storage and… read more here.
Keywords: convolutional neural; accelerator; convolution; octave convolution ... See more keywords
Bearing Fault Diagnosis Based on Natural Adaptive Moment Estimation Algorithm and Improved Octave Convolution
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3034281
Abstract: Fault diagnosis of rolling bearing has been the focus of research. Bearing signals are often accompanied by similar information, resulting in redundancy between data. Moreover, rolling bearing is often used in situations with large background… read more here.
Keywords: octave convolution; convolution; adaptive moment; fault diagnosis ... See more keywords
Hyperspectral Image Classification Based on 3-D Octave Convolution With Spatial–Spectral Attention Network
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2020.3005431
Abstract: In recent years, with the development of deep learning (DL), the hyperspectral image (HSI) classification methods based on DL have shown superior performance. Although these DL-based methods have great successes, there is still room to… read more here.
Keywords: octave convolution; spatial spectral; spectral attention; information ... See more keywords