diff --git a/python/tvm/relay/frontend/mxnet.py b/python/tvm/relay/frontend/mxnet.py
index 93bd8efc67528..dd63042b24540 100644
--- a/python/tvm/relay/frontend/mxnet.py
+++ b/python/tvm/relay/frontend/mxnet.py
@@ -430,6 +430,20 @@ def _mx_roi_align(inputs, attrs):
     new_attrs["layout"] = "NCHW"
     return _op.vision.roi_align(inputs[0], inputs[1], **new_attrs)
 
+def _mx_upsampling(inputs, attrs):
+    scale_height = attrs.get_float("scale_height", None)
+    scale_width = attrs.get_float("scale_width", None)
+    if scale_height == None:
+        height = attrs.get_int("height", 1)
+        scale_height = float(height) // inputs[0].shape[2]
+    if scale_width == None:
+        width = attrs.get_int("width", 1)
+        scale_width = float(width) // inputs[0].shape[3]
+    assert scale_height == scale_width
+    scale = scale_width
+    layout = 'NCHW'
+    method = 'BILINEAR'
+    return _op.nn.upsampling(inputs[0], scale=scale, layout=layout, method=method)
 
 def _mx_proposal(inputs, attrs):
     new_attrs = {}
@@ -616,6 +630,7 @@ def _mx_l2_normalize(inputs, attrs):
     "SoftmaxOutput" : _mx_softmax_output,
     "SoftmaxActivation" : _mx_softmax_activation,
     # vision
+    "_contrib_BilinearResize2D" : _mx_upsampling,
     "_contrib_MultiBoxPrior" : _mx_multibox_prior,
     "_contrib_MultiBoxDetection" : _mx_multibox_detection,
     "_contrib_ROIAlign" : _mx_roi_align,