diff --git a/js/web/lib/wasm/jsep/webgpu/ops/common.ts b/js/web/lib/wasm/jsep/webgpu/ops/common.ts
index 1d3fc78fe368a..7352517733c3e 100644
--- a/js/web/lib/wasm/jsep/webgpu/ops/common.ts
+++ b/js/web/lib/wasm/jsep/webgpu/ops/common.ts
@@ -805,4 +805,4 @@ export const getBroadcastDims = (inShape: readonly number[], outShape: readonly
 };
 
 // TODO: remove this limitation once >4D dims are supported by uniform.
-export const enableShapesUniforms = (rank: number): boolean => rank <= 4;
+export const enableShapesUniforms = (rank: number): boolean => rank <= 4 && rank > 0;