diff --git a/js/web/lib/wasm/jsep/webgpu/ops/pool.ts b/js/web/lib/wasm/jsep/webgpu/ops/pool.ts
index 5521650e8ded4..e532437c99351 100644
--- a/js/web/lib/wasm/jsep/webgpu/ops/pool.ts
+++ b/js/web/lib/wasm/jsep/webgpu/ops/pool.ts
@@ -31,8 +31,14 @@ const getAdjustedPoolAttributesAndOutputShape = <AttributeType extends AveragePo
     inputShapeAsChannelFirst.splice(1, 0, inputShapeAsChannelFirst.pop()!);  // Move channel to the second position.
   }
   const hasDilations = Object.hasOwnProperty.call(attributes, 'dilations');
-  const kernelShape = attributes.kernelShape.slice();
-  const strides = attributes.strides.slice();
+  let kernelShape = attributes.kernelShape.slice();
+  if (kernelShape[kernelShape.length - 1] === 0) {
+    kernelShape.pop();
+  }
+  let strides = attributes.strides.slice();
+  if (strides[strides.length - 1] === 0) {
+    strides.pop();
+  }
   const dilations: number[] = hasDilations ? (attributes as MaxPoolAttributes).dilations.slice() : [];
   const pads = attributes.pads.slice();
   PoolConvUtil.adjustPoolAttributes(isGlobalOperator, inputShapeAsChannelFirst, kernelShape, strides, dilations, pads);
diff --git a/js/web/test/data/ops/max-pool.jsonc b/js/web/test/data/ops/max-pool.jsonc
new file mode 100644
index 0000000000000..0cbd0773ed7d4
--- /dev/null
+++ b/js/web/test/data/ops/max-pool.jsonc
@@ -0,0 +1,64 @@
+[
+  {
+    "name": "MaxPool",
+    "operator": "MaxPool",
+    "attributes": [{ "name": "kernel_shape", "data": [3], "type": "ints" }],
+    "cases": [
+      {
+        "name": "T[1,3,5,5] T[1,3,1,1]",
+        "inputs": [
+          {
+            "data": [
+              1.764052391052246, 0.40015721321105957, 0.978738009929657, 2.2408931255340576, 1.8675580024719238,
+              -0.9772778749465942, 0.9500884413719177, -0.15135720372200012, -0.10321885347366333, 0.4105985164642334,
+              0.14404356479644775, 1.4542734622955322, 0.7610377073287964, 0.12167501449584961, 0.44386324286460876,
+              0.3336743414402008, 1.4940791130065918, -0.2051582634449005, 0.3130677044391632, -0.8540957570075989,
+              -2.5529897212982178, 0.653618574142456, 0.8644362092018127, -0.7421650290489197, 2.269754648208618, 1, 1,
+              1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 100, 100, 100, 100, 100, 100, 100,
+              100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100
+            ],
+            "dims": [3, 5, 5],
+            "type": "float32"
+          }
+        ],
+        "outputs": [
+          {
+            "data": [
+              1.764052391052246, 2.2408931255340576, 2.2408931255340576, 0.9500884413719177, 0.9500884413719177,
+              0.4105985164642334, 1.4542734622955322, 1.4542734622955322, 0.7610377073287964, 1.4940791130065918,
+              1.4940791130065918, 0.3130677044391632, 0.8644362092018127, 0.8644362092018127, 2.269754648208618, 1, 1,
+              1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100,
+              100, 100
+            ],
+            "dims": [3, 5, 3],
+            "type": "float32"
+          }
+        ]
+      }
+    ]
+  },
+  {
+    "name": "MaxPool",
+    "operator": "MaxPool",
+    "attributes": [{ "name": "kernel_shape", "data": [3], "type": "ints" }],
+    "cases": [
+      {
+        "name": "T[1,3,5,5] T[1,3,1,1]",
+        "inputs": [
+          {
+            "data": [1.764052391052246, 0.40015721321105957, 0.978738009929657, 2.2408931255340576, 1.8675580024719238],
+            "dims": [1, 1, 5],
+            "type": "float32"
+          }
+        ],
+        "outputs": [
+          {
+            "data": [1.764052391052246, 2.2408931255340576, 2.2408931255340576],
+            "dims": [1, 1, 3],
+            "type": "float32"
+          }
+        ]
+      }
+    ]
+  }
+]
diff --git a/js/web/test/suite-test-list.jsonc b/js/web/test/suite-test-list.jsonc
index 4aaf9d16b2b0e..eb9a5c8c9d12e 100644
--- a/js/web/test/suite-test-list.jsonc
+++ b/js/web/test/suite-test-list.jsonc
@@ -1370,6 +1370,7 @@
       "matmul.jsonc",
       "matmulnbits.jsonc",
       "matmul-broadcast.jsonc",
+      "max-pool.jsonc",
       "mul.jsonc",
       "mul_int32.jsonc",
       "multihead-attention.jsonc",