diff --git a/js/web/lib/wasm/jsep/webgpu/ops/resize.ts b/js/web/lib/wasm/jsep/webgpu/ops/resize.ts
index 3cd7540ca0..edc0ea12b6 100644
--- a/js/web/lib/wasm/jsep/webgpu/ops/resize.ts
+++ b/js/web/lib/wasm/jsep/webgpu/ops/resize.ts
@@ -112,7 +112,12 @@ const validateInputs = (
     throw new Error('Resize requires RoI input to be specified when coordinateTransformMode is tfCropAndResize');
   }
 
-  if (scalesInputIndex > 0 && inputs.length > scalesInputIndex && inputs[scalesInputIndex].dims.length > 0) {
+  if (
+    scalesInputIndex > 0 &&
+    inputs.length > scalesInputIndex &&
+    inputs[scalesInputIndex].dims.length === 1 &&
+    inputs[scalesInputIndex].dims[0] > 0
+  ) {
     inputs[scalesInputIndex].getFloat32Array().forEach((value) => scales.push(value));
     if (
       scales.length !== 0 &&
@@ -127,18 +132,23 @@ const validateInputs = (
       updateScales(scales, attributes.axes, rank).forEach((value, index) => (scales[index] = value));
     }
   }
-  if (sizesInputIndex > 0 && inputs.length > sizesInputIndex) {
+  if (
+    sizesInputIndex > 0 &&
+    inputs.length > sizesInputIndex &&
+    inputs[sizesInputIndex].dims.length === 1 &&
+    inputs[sizesInputIndex].dims[0] > 0
+  ) {
     inputs[sizesInputIndex].getBigInt64Array().forEach((value) => sizes.push(Number(value)));
-    if (sizes.length !== rank || (opsetVersion >= 18 && sizes.length === attributes.axes.length)) {
+    if (sizes.length !== 0 && sizes.length !== rank && opsetVersion >= 18 && sizes.length !== attributes.axes.length) {
       throw new Error('Resize requires sizes input size to be same as input rank or axes size for opset 18 and up');
     }
   }
 
   if (attributes.axes.length > 0) {
-    if (scales.length !== attributes.axes.length) {
+    if (scales.length !== 0 && scales.length !== attributes.axes.length) {
       throw new Error('Resize requires "scales" input size to be of axes rank when axes attributes is specified');
     }
-    if (sizes.length !== attributes.axes.length) {
+    if (sizes.length !== 0 && sizes.length !== attributes.axes.length) {
       throw new Error('Resize requires "sizes" input size to be of rank axes rank when axes attributes is specified');
     }
   }