diff --git a/tools/python/transform/tensorflow_converter.py b/tools/python/transform/tensorflow_converter.py
index 29d20b7f495685ab18574acc4f34d9fededc1a7a..cfd24ace00945869a7e5a935257cd1c926916a68 100644
--- a/tools/python/transform/tensorflow_converter.py
+++ b/tools/python/transform/tensorflow_converter.py
@@ -78,6 +78,8 @@ TFSupportedOps = [
     'Fill',
     'FloorDiv',
     'FusedBatchNorm',
+    'FusedBatchNormV2',
+    'FusedBatchNormV3',
     'Gather',
     'GatherV2',
     'Identity',
@@ -239,6 +241,8 @@ class TensorflowConverter(base_converter.ConverterInterface):
             TFOpType.Fill.name: self.convert_fill,
             TFOpType.FloorDiv.name: self.convert_elementwise,
             TFOpType.FusedBatchNorm.name: self.convert_fused_batchnorm,
+            TFOpType.FusedBatchNormV2.name: self.convert_fused_batchnorm,
+            TFOpType.FusedBatchNormV3.name: self.convert_fused_batchnorm,
             TFOpType.Gather.name: self.convert_gather,
             TFOpType.GatherV2.name: self.convert_gather,
             TFOpType.Identity.name: self.convert_identity,