diff --git a/mediapipe/tasks/cc/vision/face_stylizer/BUILD b/mediapipe/tasks/cc/vision/face_stylizer/BUILD
index bdbf340b..27b2f482 100644
--- a/mediapipe/tasks/cc/vision/face_stylizer/BUILD
+++ b/mediapipe/tasks/cc/vision/face_stylizer/BUILD
@@ -23,18 +23,12 @@ cc_library(
     srcs = ["face_stylizer_graph.cc"],
     deps = [
         "//mediapipe/calculators/core:split_vector_calculator_cc_proto",
-        "//mediapipe/calculators/image:image_cropping_calculator",
-        "//mediapipe/calculators/image:image_cropping_calculator_cc_proto",
-        "//mediapipe/calculators/image:warp_affine_calculator",
-        "//mediapipe/calculators/image:warp_affine_calculator_cc_proto",
+        "//mediapipe/calculators/image:image_clone_calculator_cc_proto",
         "//mediapipe/calculators/tensor:image_to_tensor_calculator_cc_proto",
         "//mediapipe/calculators/tensor:inference_calculator",
         "//mediapipe/calculators/util:detections_to_rects_calculator",
         "//mediapipe/calculators/util:face_to_rect_calculator",
-        "//mediapipe/calculators/util:from_image_calculator",
-        "//mediapipe/calculators/util:inverse_matrix_calculator",
         "//mediapipe/calculators/util:landmarks_to_detection_calculator_cc_proto",
-        "//mediapipe/calculators/util:to_image_calculator",
         "//mediapipe/framework/api2:builder",
         "//mediapipe/framework/api2:port",
         "//mediapipe/framework/formats:image",
@@ -53,7 +47,6 @@ cc_library(
         "//mediapipe/tasks/cc/vision/face_landmarker:face_landmarker_graph",
         "//mediapipe/tasks/cc/vision/face_landmarker/proto:face_landmarker_graph_options_cc_proto",
         "//mediapipe/tasks/cc/vision/face_landmarker/proto:face_landmarks_detector_graph_options_cc_proto",
-        "//mediapipe/tasks/cc/vision/face_stylizer/calculators:strip_rotation_calculator",
         "//mediapipe/tasks/cc/vision/face_stylizer/calculators:tensors_to_image_calculator",
         "//mediapipe/tasks/cc/vision/face_stylizer/calculators:tensors_to_image_calculator_cc_proto",
         "//mediapipe/tasks/cc/vision/face_stylizer/proto:face_stylizer_graph_options_cc_proto",
diff --git a/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer.h b/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer.h
index 14c23b7a..36bb11bd 100644
--- a/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer.h
+++ b/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer.h
@@ -84,9 +84,7 @@ class FaceStylizer : tasks::vision::core::BaseVisionTaskApi {
   // The input image can be of any size with format RGB or RGBA.
   // When no face is detected on the input image, the method returns a
   // std::nullopt. Otherwise, returns the stylized image of the most visible
-  // face. To ensure that the output image has reasonable quality, the stylized
-  // output image size is the smaller of the model output size and the size of
-  // the 'region_of_interest' specified in 'image_processing_options'.
+  // face. The stylized output image size is the same as the model output size.
   absl::StatusOr<std::optional<mediapipe::Image>> Stylize(
       mediapipe::Image image,
       std::optional<core::ImageProcessingOptions> image_processing_options =
@@ -111,9 +109,7 @@ class FaceStylizer : tasks::vision::core::BaseVisionTaskApi {
   // must be monotonically increasing.
   // When no face is detected on the input image, the method returns a
   // std::nullopt. Otherwise, returns the stylized image of the most visible
-  // face. To ensure that the output image has reasonable quality, the stylized
-  // output image size is the smaller of the model output size and the size of
-  // the 'region_of_interest' specified in 'image_processing_options'.
+  // face. The stylized output image size is the same as the model output size.
   absl::StatusOr<std::optional<mediapipe::Image>> StylizeForVideo(
       mediapipe::Image image, int64_t timestamp_ms,
       std::optional<core::ImageProcessingOptions> image_processing_options =
@@ -143,10 +139,8 @@ class FaceStylizer : tasks::vision::core::BaseVisionTaskApi {
   // The "result_callback" provides:
   //   - When no face is detected on the input image, the method returns a
   //     std::nullopt. Otherwise, returns the stylized image of the most visible
-  //     face. To ensure that the output image has reasonable quality, the
-  //     stylized output image size is the smaller of the model output size and
-  //     the size of the 'region_of_interest' specified in
-  //     'image_processing_options'.
+  //     face. The stylized output image size is the same as the model output
+  //     size.
   //   - The input timestamp in milliseconds.
   absl::Status StylizeAsync(mediapipe::Image image, int64_t timestamp_ms,
                             std::optional<core::ImageProcessingOptions>
diff --git a/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer_graph.cc b/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer_graph.cc
index bf717a71..27b8dacc 100644
--- a/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer_graph.cc
+++ b/mediapipe/tasks/cc/vision/face_stylizer/face_stylizer_graph.cc
@@ -19,8 +19,7 @@ limitations under the License.
 #include "absl/memory/memory.h"
 #include "absl/status/statusor.h"
 #include "mediapipe/calculators/core/split_vector_calculator.pb.h"
-#include "mediapipe/calculators/image/image_cropping_calculator.pb.h"
-#include "mediapipe/calculators/image/warp_affine_calculator.pb.h"
+#include "mediapipe/calculators/image/image_clone_calculator.pb.h"
 #include "mediapipe/calculators/tensor/image_to_tensor_calculator.pb.h"
 #include "mediapipe/calculators/util/landmarks_to_detection_calculator.pb.h"
 #include "mediapipe/framework/api2/builder.h"
@@ -326,7 +325,6 @@ class FaceStylizerGraph : public core::ModelTaskGraph {
     image_in >> preprocessing.In(kImageTag);
     face_rect >> preprocessing.In(kNormRectTag);
     auto preprocessed_tensors = preprocessing.Out(kTensorsTag);
-    auto transform_matrix = preprocessing.Out(kMatrixTag);
 
     // Adds inference subgraph and connects its input stream to the output
     // tensors produced by the ImageToTensorCalculator.
@@ -344,53 +342,12 @@ class FaceStylizerGraph : public core::ModelTaskGraph {
     model_output_tensors >> tensors_to_image.In(kTensorsTag);
     auto tensor_image = tensors_to_image.Out(kImageTag);
 
-    auto& inverse_matrix = graph.AddNode("InverseMatrixCalculator");
-    transform_matrix >> inverse_matrix.In(kMatrixTag);
-    auto inverse_transform_matrix = inverse_matrix.Out(kMatrixTag);
+    auto& image_converter = graph.AddNode("ImageCloneCalculator");
+    image_converter.GetOptions<mediapipe::ImageCloneCalculatorOptions>()
+        .set_output_on_gpu(false);
+    tensor_image >> image_converter.In("");
 
-    auto& warp_affine = graph.AddNode("WarpAffineCalculator");
-    auto& warp_affine_options =
-        warp_affine.GetOptions<WarpAffineCalculatorOptions>();
-    warp_affine_options.set_border_mode(
-        WarpAffineCalculatorOptions::BORDER_ZERO);
-    warp_affine_options.set_gpu_origin(mediapipe::GpuOrigin_Mode_TOP_LEFT);
-    tensor_image >> warp_affine.In(kImageTag);
-    inverse_transform_matrix >> warp_affine.In(kMatrixTag);
-    image_size >> warp_affine.In(kOutputSizeTag);
-    auto image_to_crop = warp_affine.Out(kImageTag);
-
-    // The following calculators are for cropping and resizing the output image
-    // based on the roi and the model output size. As the WarpAffineCalculator
-    // rotates the image based on the transform matrix, the rotation info in the
-    // rect proto is stripped to prevent the ImageCroppingCalculator from
-    // performing extra rotation.
-    auto& strip_rotation =
-        graph.AddNode("mediapipe.tasks.StripRotationCalculator");
-    face_rect >> strip_rotation.In(kNormRectTag);
-    auto norm_rect_no_rotation = strip_rotation.Out(kNormRectTag);
-    auto& from_image = graph.AddNode("FromImageCalculator");
-    image_to_crop >> from_image.In(kImageTag);
-    auto& image_cropping = graph.AddNode("ImageCroppingCalculator");
-    auto& image_cropping_opts =
-        image_cropping.GetOptions<ImageCroppingCalculatorOptions>();
-    image_cropping_opts.set_output_max_width(
-        image_to_tensor_options.output_tensor_width());
-    image_cropping_opts.set_output_max_height(
-        image_to_tensor_options.output_tensor_height());
-    norm_rect_no_rotation >> image_cropping.In(kNormRectTag);
-    auto& to_image = graph.AddNode("ToImageCalculator");
-    // ImageCroppingCalculator currently doesn't support mediapipe::Image, the
-    // graph selects its cpu or gpu path based on the image preprocessing
-    // backend.
-    if (use_gpu) {
-      from_image.Out(kImageGpuTag) >> image_cropping.In(kImageGpuTag);
-      image_cropping.Out(kImageGpuTag) >> to_image.In(kImageGpuTag);
-    } else {
-      from_image.Out(kImageCpuTag) >> image_cropping.In(kImageTag);
-      image_cropping.Out(kImageTag) >> to_image.In(kImageCpuTag);
-    }
-
-    return {{/*stylized_image=*/to_image.Out(kImageTag).Cast<Image>(),
+    return {{/*stylized_image=*/image_converter.Out("").Cast<Image>(),
              /*original_image=*/preprocessing.Out(kImageTag).Cast<Image>()}};
   }
 };
diff --git a/mediapipe/tasks/java/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizer.java b/mediapipe/tasks/java/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizer.java
index b95e9021..d6f565c7 100644
--- a/mediapipe/tasks/java/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizer.java
+++ b/mediapipe/tasks/java/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizer.java
@@ -198,9 +198,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The image can be of any size. To ensure that the output image has reasonable quality, the
-   * size of the stylized output is based the model output size and can be smaller than the input
-   * image.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @throws MediaPipeException if there is an internal error. Or if {@link FaceStylizer} is created
@@ -220,9 +220,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The input image can be of any size. To ensure that the output image has reasonable quality,
-   * the stylized output image size is the smaller of the model output size and the size of the
-   * {@link ImageProcessingOptions#regionOfInterest} specified in {@code imageProcessingOptions}.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param imageProcessingOptions the {@link ImageProcessingOptions} specifying how to process the
@@ -256,9 +256,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The image can be of any size. To ensure that the output image has reasonable quality, the
-   * size of the stylized output is based the model output size and can be smaller than the input
-   * image.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @throws IllegalArgumentException if the {@link ImageProcessingOptions} specify a
@@ -281,9 +281,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The input image can be of any size. To ensure that the output image has reasonable quality,
-   * the stylized output image size is the smaller of the model output size and the size of the
-   * {@link ImageProcessingOptions#regionOfInterest} specified in {@code imageProcessingOptions}.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param imageProcessingOptions the {@link ImageProcessingOptions} specifying how to process the
@@ -320,9 +320,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The image can be of any size. To ensure that the output image has reasonable quality, the
-   * size of the stylized output is based the model output size and can be smaller than the input
-   * image.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param timestampMs the input timestamp (in milliseconds).
@@ -346,9 +346,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The input image can be of any size. To ensure that the output image has reasonable quality,
-   * the stylized output image size is the smaller of the model output size and the size of the
-   * {@link ImageProcessingOptions#regionOfInterest} specified in {@code imageProcessingOptions}.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}. *
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param imageProcessingOptions the {@link ImageProcessingOptions} specifying how to process the
@@ -387,9 +387,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The image can be of any size. To ensure that the output image has reasonable quality, the
-   * size of the stylized output is based the model output size and can be smaller than the input
-   * image.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param timestampMs the input timestamp (in milliseconds).
@@ -414,9 +414,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The input image can be of any size. To ensure that the output image has reasonable quality,
-   * the stylized output image size is the smaller of the model output size and the size of the
-   * {@link ImageProcessingOptions#regionOfInterest} specified in {@code imageProcessingOptions}.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param timestampMs the input timestamp (in milliseconds).
@@ -445,9 +445,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *
    * <p>{@link FaceStylizer} supports the following color space types:
    *
-   * <p>The image can be of any size. To ensure that the output image has reasonable quality, the
-   * size of the stylized output is based the model output * size and can be smaller than the input
-   * image.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * <ul>
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
@@ -475,9 +475,9 @@ public final class FaceStylizer extends BaseVisionTaskApi {
    *   <li>{@link android.graphics.Bitmap.Config#ARGB_8888}
    * </ul>
    *
-   * <p>The input image can be of any size. To ensure that the output image has reasonable quality,
-   * the stylized output image size is the smaller of the model output size and the size of the
-   * {@link ImageProcessingOptions#regionOfInterest} specified in {@code imageProcessingOptions}.
+   * <p>The input image can be of any size. The output image is the stylized image with the most
+   * visible face. The stylized output image size is the same as the model output size. When no face
+   * is detected on the input image, returns {@code Optional.empty()}.
    *
    * @param image a MediaPipe {@link MPImage} object for processing.
    * @param imageProcessingOptions the {@link ImageProcessingOptions} specifying how to process the
diff --git a/mediapipe/tasks/javatests/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizerTest.java b/mediapipe/tasks/javatests/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizerTest.java
index 5b880f41..4f6cc2d6 100644
--- a/mediapipe/tasks/javatests/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizerTest.java
+++ b/mediapipe/tasks/javatests/com/google/mediapipe/tasks/vision/facestylizer/FaceStylizerTest.java
@@ -234,8 +234,8 @@ public class FaceStylizerTest {
       FaceStylizerResult actualResult = faceStylizer.stylize(inputImage);
       MPImage stylizedImage = actualResult.stylizedImage().get();
       assertThat(stylizedImage).isNotNull();
-      assertThat(stylizedImage.getWidth()).isEqualTo(83);
-      assertThat(stylizedImage.getHeight()).isEqualTo(83);
+      assertThat(stylizedImage.getWidth()).isEqualTo(modelImageSize);
+      assertThat(stylizedImage.getHeight()).isEqualTo(modelImageSize);
     }
 
     @Test
diff --git a/mediapipe/tasks/python/vision/face_stylizer.py b/mediapipe/tasks/python/vision/face_stylizer.py
index c6470b19..0b10a2b4 100644
--- a/mediapipe/tasks/python/vision/face_stylizer.py
+++ b/mediapipe/tasks/python/vision/face_stylizer.py
@@ -176,16 +176,13 @@ class FaceStylizer(base_vision_task_api.BaseVisionTaskApi):
     Only use this method when the FaceStylizer is created with the image
     running mode.
 
-    To ensure that the output image has reasonable quality, the stylized output
-    image size is the smaller of the model output size and the size of the
-    `region_of_interest` specified in `image_processing_options`.
-
     Args:
       image: MediaPipe Image.
       image_processing_options: Options for image processing.
 
     Returns:
-      The stylized image of the most visible face. None if no face is detected
+      The stylized image of the most visible face. The stylized output image
+      size is the same as the model output size. None if no face is detected
       on the input image.
 
     Raises:
@@ -217,17 +214,14 @@ class FaceStylizer(base_vision_task_api.BaseVisionTaskApi):
     milliseconds) along with the video frame. The input timestamps should be
     monotonically increasing for adjacent calls of this method.
 
-    To ensure that the output image has reasonable quality, the stylized output
-    image size is the smaller of the model output size and the size of the
-    `region_of_interest` specified in `image_processing_options`.
-
     Args:
       image: MediaPipe Image.
       timestamp_ms: The timestamp of the input video frame in milliseconds.
       image_processing_options: Options for image processing.
 
     Returns:
-      The stylized image of the most visible face. None if no face is detected
+      The stylized image of the most visible face. The stylized output image
+      size is the same as the model output size. None if no face is detected
       on the input image.
 
     Raises:
@@ -266,12 +260,9 @@ class FaceStylizer(base_vision_task_api.BaseVisionTaskApi):
     images if needed. In other words, it's not guaranteed to have output per
     input image.
 
-    To ensure that the stylized image has reasonable quality, the stylized
-    output image size is the smaller of the model output size and the size of
-    the `region_of_interest` specified in `image_processing_options`.
-
     The `result_callback` provides:
-      - The stylized image of the most visible face. None if no face is detected
+      - The stylized image of the most visible face. The stylized output image
+        size is the same as the model output size. None if no face is detected
         on the input image.
       - The input image that the face stylizer runs on.
       - The input timestamp in milliseconds.
diff --git a/mediapipe/tasks/web/vision/face_stylizer/face_stylizer.ts b/mediapipe/tasks/web/vision/face_stylizer/face_stylizer.ts
index 34067aab..dfce0303 100644
--- a/mediapipe/tasks/web/vision/face_stylizer/face_stylizer.ts
+++ b/mediapipe/tasks/web/vision/face_stylizer/face_stylizer.ts
@@ -129,10 +129,6 @@ export class FaceStylizer extends VisionTaskRunner {
    * synchronously once the callback returns. Only use this method when the
    * FaceStylizer is created with the image running mode.
    *
-   * The input image can be of any size. To ensure that the output image has
-   * reasonable quality, the stylized output image size is determined by the
-   * model output size.
-   *
    * @param image An image to process.
    * @param callback The callback that is invoked with the stylized image. The
    *    lifetime of the returned data is only guaranteed for the duration of the
@@ -153,11 +149,6 @@ export class FaceStylizer extends VisionTaskRunner {
    *  If both are specified, the crop around the region-of-interest is extracted
    *  first, then the specified rotation is applied to the crop.
    *
-   * The input image can be of any size. To ensure that the output image has
-   * reasonable quality, the stylized output image size is the smaller of the
-   * model output size and the size of the 'regionOfInterest' specified in
-   * 'imageProcessingOptions'.
-   *
    * @param image An image to process.
    * @param imageProcessingOptions the `ImageProcessingOptions` specifying how
    *    to process the input image before running inference.
@@ -192,9 +183,6 @@ export class FaceStylizer extends VisionTaskRunner {
    * frame's timestamp (in milliseconds). The input timestamps must be
    * monotonically increasing.
    *
-   * To ensure that the output image has reasonable quality, the stylized
-   * output image size is determined by the model output size.
-   *
    * @param videoFrame A video frame to process.
    * @param timestamp The timestamp of the current frame, in ms.
    * @param callback The callback that is invoked with the stylized image. The
@@ -221,10 +209,6 @@ export class FaceStylizer extends VisionTaskRunner {
    * frame's timestamp (in milliseconds). The input timestamps must be
    * monotonically increasing.
    *
-   * To ensure that the output image has reasonable quality, the stylized
-   * output image size is the smaller of the model output size and the size of
-   * the 'regionOfInterest' specified in 'imageProcessingOptions'.
-   *
    * @param videoFrame A video frame to process.
    * @param imageProcessingOptions the `ImageProcessingOptions` specifying how
    *    to process the input image before running inference.
@@ -278,8 +262,12 @@ export class FaceStylizer extends VisionTaskRunner {
 
     this.graphRunner.attachImageListener(
         STYLIZED_IMAGE_STREAM, (image, timestamp) => {
-          const imageData = this.convertToImageData(image);
-          this.userCallback(imageData, image.width, image.height);
+          if (image.data instanceof WebGLTexture) {
+            this.userCallback(image.data, image.width, image.height);
+          } else {
+            const imageData = this.convertToImageData(image);
+            this.userCallback(imageData, image.width, image.height);
+          }
           this.setLatestOutputTimestamp(timestamp);
         });
     this.graphRunner.attachEmptyPacketListener(