diff --git a/python/tvm/relay/frontend/mxnet.py b/python/tvm/relay/frontend/mxnet.py
index 4cb7a2a75bad..4c3144c4382a 100644
--- a/python/tvm/relay/frontend/mxnet.py
+++ b/python/tvm/relay/frontend/mxnet.py
@@ -789,6 +789,19 @@ def _mx_l2_normalize(inputs, attrs):
     return _op.nn.l2_normalize(inputs[0], **new_attrs)
 
 
+def _mx_softsign(inputs, attrs):
+    return inputs[0] / (_expr.const(1.0) + _op.abs(inputs[0]))
+
+
+def _mx_hard_sigmoid(inputs, attrs):
+    x = (_expr.const(0.2) * inputs[0]) + _expr.const(0.5)
+    return _op.clip(x, a_min=0.0, a_max=1.0)
+
+
+def _mx_reciprocal(inputs, attrs):
+    return _expr.const(1.0) /inputs[0]
+
+
 def _mx_shape_array(inputs, attrs):
     assert len(inputs) == 1
     if attrs.get_int("lhs_begin", None) is not None:
@@ -1742,12 +1755,15 @@ def impl(inputs, input_types):
 # Note: due to attribute conversion constraint
 # ops in the identity set must be attribute free
 _identity_list = [
+    "abs",
     "log",
     "exp",
     "erf",
     "sqrt",
     "floor",
     "ceil",
+    "round",
+    "sign",
     "sigmoid",
     "negative",
     "reshape_like",
@@ -1856,6 +1872,9 @@ def impl(inputs, input_types):
     "softmax"       : _softmax_op(_op.nn.softmax),
     "log_softmax"   : _softmax_op(_op.nn.log_softmax),
     "Softmax"       : _softmax_op(_op.nn.softmax),
+    "softsign"      : _mx_softsign,
+    "hard_sigmoid"  : _mx_hard_sigmoid,
+    "reciprocal"    : _mx_reciprocal,
     # per op specialization
     "Reshape"       : _reshape,
     "reshape"       : _reshape,
diff --git a/tests/python/frontend/mxnet/test_forward.py b/tests/python/frontend/mxnet/test_forward.py
index 3fb8e30acb88..9dd85065c885 100644
--- a/tests/python/frontend/mxnet/test_forward.py
+++ b/tests/python/frontend/mxnet/test_forward.py
@@ -365,7 +365,9 @@ def test_forward_elemwise_ops():
 
 
 def test_forward_unary_ops():
-    for op in ["cos", "sin", "tan",
+    for op in ["abs", "sqrt", "ceil", "floor", "round", "reciprocal",
+               "softsign", "hard_sigmoid",
+               "cos", "sin", "tan",
                "cosh", "sinh", "tanh",
                "arccos", "arcsin", "arctan",
                "arccosh", "arcsinh", "arctanh"]: