diff --git a/build.gradle b/build.gradle
index d2a0359d..66de762e 100644
--- a/build.gradle
+++ b/build.gradle
@@ -80,12 +80,27 @@ dependencies {
 
     testImplementation 'org.springframework.boot:spring-boot-starter-test:3.1.6'
 
+    // Batik
+    implementation 'org.apache.xmlgraphics:batik-all:1.17'
 
+    // TwelveMonkeys
+    implementation 'com.twelvemonkeys.imageio:imageio-batik:3.10.1'
+    implementation 'com.twelvemonkeys.imageio:imageio-bmp:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-hdr:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-icns:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-iff:3.10.1'
+    implementation 'com.twelvemonkeys.imageio:imageio-jpeg:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-pcx:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-pict:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-pnm:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-psd:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-sgi:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-tga:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-thumbsdb:3.10.1'
+    implementation 'com.twelvemonkeys.imageio:imageio-tiff:3.10.1'
+    implementation 'com.twelvemonkeys.imageio:imageio-webp:3.10.1'
+    // implementation 'com.twelvemonkeys.imageio:imageio-xwd:3.10.1'
 
-    // https://mvnrepository.com/artifact/org.apache.pdfbox/jbig2-imageio
-    implementation group: 'org.apache.pdfbox', name: 'jbig2-imageio', version: '3.0.4'
-    implementation 'com.github.jai-imageio:jai-imageio-core:1.4.0'
-	implementation 'com.github.jai-imageio:jai-imageio-jpeg2000:1.3.0'
     implementation 'commons-io:commons-io:2.15.1'
     implementation 'org.springdoc:springdoc-openapi-starter-webmvc-ui:2.2.0'
 
diff --git a/src/main/java/stirling/software/SPDF/utils/PdfUtils.java b/src/main/java/stirling/software/SPDF/utils/PdfUtils.java
index 2f57fe10..1b0275b2 100644
--- a/src/main/java/stirling/software/SPDF/utils/PdfUtils.java
+++ b/src/main/java/stirling/software/SPDF/utils/PdfUtils.java
@@ -264,28 +264,10 @@ public class PdfUtils {
                         addImageToDocument(doc, pdImage, fitOption, autoRotate);
                     }
                 } else {
-                    File imageFile = Files.createTempFile("image", ".png").toFile();
-                    try (FileOutputStream fos = new FileOutputStream(imageFile); InputStream input = file.getInputStream()) {
-                        byte[] buffer = new byte[1024];
-                        int len;
-                        while ((len = input.read(buffer)) != -1) {
-                            fos.write(buffer, 0, len);
-                        }
-                        BufferedImage image = ImageIO.read(imageFile);
-                        BufferedImage convertedImage = ImageProcessingUtils.convertColorType(image, colorType);
-                        PDImageXObject pdImage;
-                        if (contentType != null && (contentType.equals("image/jpeg"))) {
-                            pdImage = JPEGFactory.createFromImage(doc, convertedImage);
-                        } else {
-                            pdImage = LosslessFactory.createFromImage(doc, convertedImage);
-                        }
-                        addImageToDocument(doc, pdImage, fitOption, autoRotate);
-                    } catch (IOException e) {
-                        logger.error("Error writing image to file: {}", imageFile.getAbsolutePath(), e);
-                        throw e;
-                    } finally {
-                        imageFile.delete();
-                    }
+                    BufferedImage image = ImageIO.read(file.getInputStream());
+                    BufferedImage convertedImage = ImageProcessingUtils.convertColorType(image, colorType);
+                    PDImageXObject pdImage = LosslessFactory.createFromImage(doc, convertedImage);
+                    addImageToDocument(doc, pdImage, fitOption, autoRotate);
                 }
             }
             ByteArrayOutputStream byteArrayOutputStream = new ByteArrayOutputStream();