diff --git a/src/Metalhead.jl b/src/Metalhead.jl
index efe1fafa0..5c9cac03a 100644
--- a/src/Metalhead.jl
+++ b/src/Metalhead.jl
@@ -41,7 +41,7 @@ export AlexNet, VGG, VGG11, VGG13, VGG16, VGG19,
        ResNet, ResNet18, ResNet34, ResNet50, ResNet101, ResNet152, ResNeXt,
        DenseNet, DenseNet121, DenseNet161, DenseNet169, DenseNet201,
        GoogLeNet, Inception3, Inceptionv3, Inceptionv4, InceptionResNetv2, Xception,
-       SqueezeNet, MobileNetv1, MobileNetv2, MobileNetv3,
+       SqueezeNet, MobileNetv1, MobileNetv2, MobileNetv3, EfficientNet,
        MLPMixer, ResMLP, gMLP,
        ViT,
        ConvMixer, ConvNeXt
diff --git a/src/convnets/efficientnet.jl b/src/convnets/efficientnet.jl
index 4e28072dd..95933912d 100644
--- a/src/convnets/efficientnet.jl
+++ b/src/convnets/efficientnet.jl
@@ -24,9 +24,8 @@ function efficientnet(scalings, block_config;
                       inchannels = 3, nclasses = 1000, max_width = 1280)
     wscale, dscale = scalings
     out_channels = _round_channels(32, 8)
-    stem = Chain(Conv((3, 3), inchannels => out_channels;
-                      bias = false, stride = 2, pad = SamePad()),
-                 BatchNorm(out_channels, swish))
+    stem = conv_bn((3, 3), inchannels, out_channels, swish;
+                   bias = false, stride = 2, pad = SamePad())
 
     blocks = []
     for (n, k, s, e, i, o) in block_config