diff --git a/python/tvm/relay/frontend/tensorflow.py b/python/tvm/relay/frontend/tensorflow.py
index 76bf058c4c3d..2232300af8b8 100644
--- a/python/tvm/relay/frontend/tensorflow.py
+++ b/python/tvm/relay/frontend/tensorflow.py
@@ -789,7 +789,7 @@ def _impl(inputs, attr, params):
         end = size
         for i in range(data_dim):
             if size[i] == -1:
-                end[i] = data_shape[i] - begin[i]
+                end[i] = data_shape[i]
             else:
                 end[i] += begin[i]
         return _op.strided_slice(inputs[0], begin=begin, end=end)
diff --git a/tests/python/frontend/tensorflow/test_forward.py b/tests/python/frontend/tensorflow/test_forward.py
index 8ff0d410184a..830c3f6ea995 100644
--- a/tests/python/frontend/tensorflow/test_forward.py
+++ b/tests/python/frontend/tensorflow/test_forward.py
@@ -2344,14 +2344,15 @@ def _test_forward_slice_operation_input(input_value, begin_value, size_value):
     with tf.Graph().as_default():
         input_tensor = tf.placeholder(
             shape=input_data.shape, dtype=input_data.dtype, name="input")
-        begin_tensor = tf.expand_dims(begin_value, axis=0)
-        size_tensor = tf.expand_dims(size_value, axis=0)
-        slice_tensor = tf.slice(input_tensor, begin_tensor, size_tensor, name='slice_output')
+        tf.slice(input_tensor, begin_value, size_value, name='slice_output')
         compare_tf_with_tvm([input_data], ['input:0'], 'slice_output:0')
 
 
 def test_forward_slice():
-    _test_forward_slice_operation_input([1, 1], 0, 2)
+    _test_forward_slice_operation_input([1, 1], [0], [2])
+    _test_forward_slice_operation_input([0, 1, 2, 3], [3], [-1])
+    _test_forward_slice_operation_input([[0, 1, 2, 3], [4, 5, 6, 7]],
+                                        begin_value=[0, 1], size_value=[-1, -1])
 
 def test_forward_ceil():
     ishape = (1, 3, 10, 10)