diff --git a/tfjs-backend-webgpu/src/kernels/Elu.ts b/tfjs-backend-webgpu/src/kernels/Elu.ts
new file mode 100644
index 00000000000..3aab05bd278
--- /dev/null
+++ b/tfjs-backend-webgpu/src/kernels/Elu.ts
@@ -0,0 +1,28 @@
+/**
+ * @license
+ * Copyright 2021 Google LLC. All Rights Reserved.
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * =============================================================================
+ */
+
+import {Elu, KernelConfig} from '@tensorflow/tfjs-core';
+import {unaryKernelFunc} from '../kernel_utils/kernel_funcs_utils';
+import {ELU} from './unary_op_webgpu';
+
+export const elu = unaryKernelFunc({opSnippet: ELU});
+
+export const eluConfig: KernelConfig = {
+  kernelName: Elu,
+  backendName: 'webgpu',
+  kernelFunc: elu
+};
diff --git a/tfjs-backend-webgpu/src/register_all_kernels.ts b/tfjs-backend-webgpu/src/register_all_kernels.ts
index 199bc1d59ad..10f284f9a08 100644
--- a/tfjs-backend-webgpu/src/register_all_kernels.ts
+++ b/tfjs-backend-webgpu/src/register_all_kernels.ts
@@ -33,6 +33,7 @@ import {concatConfig} from './kernels/Concat';
 import {conv2DConfig} from './kernels/Conv2D';
 import {cropAndResizeConfig} from './kernels/CropAndResize';
 import {depthwiseConv2dNativeConfig} from './kernels/DepthwiseConv2dNative';
+import {eluConfig} from './kernels/Elu';
 import {expConfig} from './kernels/Exp';
 import {expandDimsConfig} from './kernels/ExpandDims';
 import {expm1Config} from './kernels/Expm1';
@@ -104,6 +105,7 @@ const kernelConfigs: KernelConfig[] = [
   conv2DConfig,
   cropAndResizeConfig,
   depthwiseConv2dNativeConfig,
+  eluConfig,
   expandDimsConfig,
   expConfig,
   expm1Config,
diff --git a/tfjs-backend-webgpu/src/setup_test.ts b/tfjs-backend-webgpu/src/setup_test.ts
index b8e5bf99fd1..78d48dd060a 100644
--- a/tfjs-backend-webgpu/src/setup_test.ts
+++ b/tfjs-backend-webgpu/src/setup_test.ts
@@ -206,6 +206,14 @@ const TEST_FILTERS: TestFilter[] = [
       'leakyrelu'                                // Not yet implemented.
     ]
   },
+  {
+    include: 'elu',
+    excludes: [
+      'selu',        // Not yet implemented.
+      'derivative',  // gradient function not found.
+      'gradient'     // gradient function not found.
+    ]
+  },
   {
     include: 'resizeBilinear',
     excludes: [