diff --git a/package-lock.json b/package-lock.json
index b8e050b97..ed604dcc6 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -10,6 +10,8 @@
       "license": "Apache-2.0",
       "dependencies": {
         "@huggingface/jinja": "^0.3.2",
+        "onnxruntime-common-for-node": "npm:onnxruntime-common@1.20.1",
+        "onnxruntime-common-for-web": "npm:onnxruntime-common@1.21.0-dev.20241205-6ed77cc374",
         "onnxruntime-node": "1.20.1",
         "onnxruntime-web": "1.21.0-dev.20241205-d27fecd3d3",
         "sharp": "^0.33.5"
@@ -8765,6 +8767,20 @@
       "integrity": "sha512-YiU0s0IzYYC+gWvqD1HzLc46Du1sXpSiwzKb63PACIJr6LfL27VsXSXQvt68EzD3V0D5Bc0vyJTjmMxp0ylQiw==",
       "license": "MIT"
     },
+    "node_modules/onnxruntime-common-for-node": {
+      "name": "onnxruntime-common",
+      "version": "1.20.1",
+      "resolved": "https://registry.npmjs.org/onnxruntime-common/-/onnxruntime-common-1.20.1.tgz",
+      "integrity": "sha512-YiU0s0IzYYC+gWvqD1HzLc46Du1sXpSiwzKb63PACIJr6LfL27VsXSXQvt68EzD3V0D5Bc0vyJTjmMxp0ylQiw==",
+      "license": "MIT"
+    },
+    "node_modules/onnxruntime-common-for-web": {
+      "name": "onnxruntime-common",
+      "version": "1.21.0-dev.20241205-6ed77cc374",
+      "resolved": "https://registry.npmjs.org/onnxruntime-common/-/onnxruntime-common-1.21.0-dev.20241205-6ed77cc374.tgz",
+      "integrity": "sha512-U4DGq/dZiboIEK0Zv1KUuWJesJ/txUALpWSXwI8kqOCSxe8GrI65xfRFeMbqYFhPVGAWZPsBpT1zo1s4ksrlrg==",
+      "license": "MIT"
+    },
     "node_modules/onnxruntime-node": {
       "version": "1.20.1",
       "resolved": "https://registry.npmjs.org/onnxruntime-node/-/onnxruntime-node-1.20.1.tgz",
diff --git a/package.json b/package.json
index 361158609..c4b24b378 100644
--- a/package.json
+++ b/package.json
@@ -56,6 +56,8 @@
   "homepage": "https://github.com/huggingface/transformers.js#readme",
   "dependencies": {
     "@huggingface/jinja": "^0.3.2",
+    "onnxruntime-common-for-node": "npm:onnxruntime-common@1.20.0",
+    "onnxruntime-common-for-web": "npm:onnxruntime-common@1.21.0-dev.20241205-6ed77cc374",
     "onnxruntime-node": "1.20.1",
     "onnxruntime-web": "1.21.0-dev.20241205-d27fecd3d3",
     "sharp": "^0.33.5"
@@ -75,6 +77,14 @@
     "webpack-cli": "^5.1.4",
     "webpack-dev-server": "^5.1.0"
   },
+  "overrides": {
+    "onnxruntime-node": {
+      "onnxruntime-common": "$onnxruntime-common-for-node"
+    },
+    "onnxruntime-web": {
+      "onnxruntime-common": "$onnxruntime-common-for-web"
+    }
+  },
   "files": [
     "src",
     "dist",
@@ -87,7 +97,8 @@
     "path": false,
     "url": false,
     "sharp": false,
-    "onnxruntime-node": false
+    "onnxruntime-node": false,
+    "onnxruntime-common-for-node": false
   },
   "publishConfig": {
     "access": "public"
diff --git a/src/backends/onnx.js b/src/backends/onnx.js
index 38cd71337..9541efa26 100644
--- a/src/backends/onnx.js
+++ b/src/backends/onnx.js
@@ -23,7 +23,10 @@ import { env, apis } from '../env.js';
 import * as ONNX_NODE from 'onnxruntime-node';
 import * as ONNX_WEB from 'onnxruntime-web';
 
-export { Tensor } from 'onnxruntime-common';
+import { Tensor as Tensor_NODE } from "onnxruntime-common-for-node";
+import { Tensor as Tensor_WEB } from "onnxruntime-common-for-web";
+let Tensor = apis.IS_NODE_ENV ? Tensor_NODE : Tensor_WEB;
+export { Tensor };
 
 /**
  * @typedef {import('onnxruntime-common').InferenceSession.ExecutionProviderConfig} ONNXExecutionProviders
diff --git a/webpack.config.js b/webpack.config.js
index 8aff63d0d..0cff8eb92 100644
--- a/webpack.config.js
+++ b/webpack.config.js
@@ -94,13 +94,14 @@ function buildConfig({
 
 // Do not bundle onnxruntime-web when packaging for Node.js.
 // Instead, we use the native library (onnxruntime-node).
-const NODE_IGNORE_MODULES = ["onnxruntime-web"];
+const NODE_IGNORE_MODULES = ["onnxruntime-web", "onnxruntime-common-for-web"];
 
 // Do not bundle the following modules with webpack (mark as external)
 // NOTE: This is necessary for both type="module" and type="commonjs",
 // and will be ignored when building for web (only used for node/deno)
 const NODE_EXTERNAL_MODULES = [
   "onnxruntime-node",
+  "onnxruntime-common-for-node",
   "sharp",
   "fs",
   "path",