实际部署案例

在移动端设备实现实时推理（batch_size=1）：

class EfficientNetB0(nn.Module):
    def __init__(self, num_classes=1000):
        super().__init__()
        self.stem = ConvBNReLU(3, 32, kernel=3, stride=2)
        self.blocks = nn.Sequential(
            MBConv(32, 16, expansion=1, stride=1, kernel=3),
            MBConv(16, 24, stride=2)

Story Source:

Materialsprovided byUniversity of Bristol.Note: Content may be edited for style and length.

Journal Reference:

Akhil S. Kumar, Stefano Dalcanale, Michael J. Uren, James W. Pomeroy, Matthew D. Smith, Justin A. Parke, Robert S. Howell, Martin Kuball.Gallium nitride multichannel devices with latch-induced sub-60-mV-per-decade subthreshold slopes for radiofrequency applications.Nature Electronics, 2025; DOI:10.1038/s41928-025-01391-5