diff --git a/turms-ai-serving/src/main/java/ai/djl/opencv/OpenCVImageUtil.java b/turms-ai-serving/src/main/java/ai/djl/opencv/ExtendedOpenCVImage.java
similarity index 60%
rename from turms-ai-serving/src/main/java/ai/djl/opencv/OpenCVImageUtil.java
rename to turms-ai-serving/src/main/java/ai/djl/opencv/ExtendedOpenCVImage.java
index 7a64b4cc82..4b46130031 100644
--- a/turms-ai-serving/src/main/java/ai/djl/opencv/OpenCVImageUtil.java
+++ b/turms-ai-serving/src/main/java/ai/djl/opencv/ExtendedOpenCVImage.java
@@ -17,25 +17,34 @@
 
 package ai.djl.opencv;
 
-import ai.djl.modality.cv.Image;
 import org.opencv.core.Mat;
 import org.opencv.imgcodecs.Imgcodecs;
 
 /**
  * @author James Chen
  */
-public final class OpenCVImageUtil {
+public class ExtendedOpenCVImage extends OpenCVImage implements AutoCloseable {
 
-    private OpenCVImageUtil() {
+    public ExtendedOpenCVImage(Mat image) {
+        super(image);
     }
 
-    public static Image create(String imagePath) {
-        Mat mat = Imgcodecs.imread(imagePath);
-        return new OpenCVImage(mat);
+    public ExtendedOpenCVImage(String imagePath) {
+        super(read(imagePath));
     }
 
-    public static Image create(Mat image) {
-        return new OpenCVImage(image);
+    private static Mat read(String imagePath) {
+        Mat mat = Imgcodecs.imread(imagePath);
+        if (mat.empty()) {
+            throw new RuntimeException(
+                    "Failed to read from the path: "
+                            + imagePath);
+        }
+        return mat;
     }
 
+    @Override
+    public void close() {
+        getWrappedImage().release();
+    }
 }
\ No newline at end of file
diff --git a/turms-ai-serving/src/main/java/im/turms/ai/infra/ocr/OcrManager.java b/turms-ai-serving/src/main/java/im/turms/ai/infra/ocr/OcrManager.java
index 0aa169ffb1..55369ec8c6 100644
--- a/turms-ai-serving/src/main/java/im/turms/ai/infra/ocr/OcrManager.java
+++ b/turms-ai-serving/src/main/java/im/turms/ai/infra/ocr/OcrManager.java
@@ -28,7 +28,7 @@
 import ai.djl.modality.cv.Image;
 import ai.djl.modality.cv.output.BoundingBox;
 import ai.djl.modality.cv.output.DetectedObjects;
-import ai.djl.opencv.OpenCVImageUtil;
+import ai.djl.opencv.ExtendedOpenCVImage;
 import ai.djl.paddlepaddle.engine.PpEngine;
 import ai.djl.repository.zoo.Criteria;
 import ai.djl.repository.zoo.ZooModel;
@@ -37,8 +37,6 @@
 import io.netty.util.concurrent.FastThreadLocal;
 import nu.pattern.OpenCV;
 import org.opencv.core.Core;
-import org.opencv.core.Mat;
-import org.opencv.imgcodecs.Imgcodecs;
 
 import im.turms.server.common.infra.lang.StringUtil;
 import im.turms.server.common.infra.logging.core.logger.Logger;
@@ -165,19 +163,14 @@ public void close() {
     }
 
     public DetectedObjects ocr(String imagePath) {
-        Mat img = Imgcodecs.imread(imagePath);
-        if (img.empty()) {
-            throw new RuntimeException(
-                    "Failed to read from the path: "
-                            + imagePath);
+        try (ExtendedOpenCVImage image = new ExtendedOpenCVImage(imagePath)) {
+            return ocr(image);
         }
-        Image image = OpenCVImageUtil.create(img);
-        return ocr(image);
     }
 
-    public DetectedObjects ocr(Image image) {
-        DetectedObjects detect = detect(image);
-        List<DetectedObjects.DetectedObject> detectedObjects = detect.items();
+    private DetectedObjects ocr(Image image) {
+        DetectedObjects detectResult = detect(image);
+        List<DetectedObjects.DetectedObject> detectedObjects = detectResult.items();
         int size = detectedObjects.size();
         List<String> names = new ArrayList<>(size);
         List<Double> probabilities = new ArrayList<>(size);