diff --git a/src/vit-based/mobilevit.jl b/src/vit-based/mobilevit.jl
new file mode 100644
index 000000000..ffbec7846
--- /dev/null
+++ b/src/vit-based/mobilevit.jl
@@ -0,0 +1,38 @@
+function mobilevit(imsize:Dims{2} = (256, 256); inchannels::Integer = 3,)
+    return Chain(Conv((3,3)))
+end
+
+struct MobileViT
+    layers::Any
+end
+@functor MobileViT
+
+const MOBILE_VIT_CONFIGS = Dict(:small => (width_multiplier=2, ffn_multiplier=2, swish),
+                                :x-small => (),
+                                :xx-small => ())
+
+"""
+    MobileViT(config::Symbol; imsize::Dims{2}=(256, 256), patch_size::Dims{2}=(16,16),
+        pretrain::Bool = false, inchannels::Integer = 3, nclasses::Integer = 1000)
+
+Creates a mobilevit model
+([reference](https://arxiv.org/abs/2110.02178))
+
+# Arguments
+
+    - `config`: the model configuration, one of
+
+"""
+function MobileViT(config::Symbol; imsize::Dims{2}=(256, 256), patch_size::Dims{2}=(16,16),
+    pretrain::Bool = false, inchannels::Integer = 3, nclasses::Integer = 1000)
+    _checkconfig(config, keys(MOBILE_VIT_CONFIGS))
+
+    layers = mobilevit(imsize; inchannels)
+
+    return MobileViT(layers)
+end
+
+(m::MobileViT)(x) = m.layers(x)
+
+backbone(m::ViT) = m.layers[1]
+classifier(m::ViT) = m.layers[2]
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