diff --git a/mediapipe/tasks/java/com/google/mediapipe/tasks/core/BUILD b/mediapipe/tasks/java/com/google/mediapipe/tasks/core/BUILD
index d04fc4258..eb658c0e2 100644
--- a/mediapipe/tasks/java/com/google/mediapipe/tasks/core/BUILD
+++ b/mediapipe/tasks/java/com/google/mediapipe/tasks/core/BUILD
@@ -32,6 +32,7 @@ android_library(
         "//mediapipe/tasks/cc/core/proto:base_options_java_proto_lite",
         "//mediapipe/tasks/cc/core/proto:external_file_java_proto_lite",
         "//mediapipe/tasks/java/com/google/mediapipe/tasks/core/jni:model_resources_cache_jni",
+        "//third_party:any_java_proto",
         "//third_party:autovalue",
         "@com_google_protobuf//:protobuf_javalite",
         "@maven//:com_google_guava_guava",
diff --git a/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskInfo.java b/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskInfo.java
index 3c422a8b2..ad3d01119 100644
--- a/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskInfo.java
+++ b/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskInfo.java
@@ -20,6 +20,8 @@ import com.google.mediapipe.proto.CalculatorProto.CalculatorGraphConfig;
 import com.google.mediapipe.proto.CalculatorProto.CalculatorGraphConfig.Node;
 import com.google.mediapipe.proto.CalculatorProto.InputStreamInfo;
 import com.google.mediapipe.calculator.proto.FlowLimiterCalculatorProto.FlowLimiterCalculatorOptions;
+import com.google.mediapipe.framework.MediaPipeException;
+import com.google.protobuf.Any;
 import java.util.ArrayList;
 import java.util.List;
 
@@ -110,10 +112,21 @@ public abstract class TaskInfo<T extends TaskOptions> {
    */
   CalculatorGraphConfig generateGraphConfig() {
     CalculatorGraphConfig.Builder graphBuilder = CalculatorGraphConfig.newBuilder();
-    Node.Builder taskSubgraphBuilder =
-        Node.newBuilder()
-            .setCalculator(taskGraphName())
-            .setOptions(taskOptions().convertToCalculatorOptionsProto());
+    CalculatorOptions options = taskOptions().convertToCalculatorOptionsProto();
+    Any anyOptions = taskOptions().convertToAnyProto();
+    if (!(options == null ^ anyOptions == null)) {
+      throw new MediaPipeException(
+          MediaPipeException.StatusCode.INVALID_ARGUMENT.ordinal(),
+          "Only one of convertTo*Proto() method should be implemented for "
+              + taskOptions().getClass());
+    }
+    Node.Builder taskSubgraphBuilder = Node.newBuilder().setCalculator(taskGraphName());
+    if (options != null) {
+      taskSubgraphBuilder.setOptions(options);
+    }
+    if (anyOptions != null) {
+      taskSubgraphBuilder.addNodeOptions(anyOptions);
+    }
     for (String outputStream : outputStreams()) {
       taskSubgraphBuilder.addOutputStream(outputStream);
       graphBuilder.addOutputStream(outputStream);
diff --git a/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskOptions.java b/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskOptions.java
index 991acebaf..4ca258429 100644
--- a/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskOptions.java
+++ b/mediapipe/tasks/java/com/google/mediapipe/tasks/core/TaskOptions.java
@@ -20,18 +20,26 @@ import com.google.mediapipe.proto.CalculatorOptionsProto.CalculatorOptions;
 import com.google.mediapipe.tasks.core.proto.AccelerationProto;
 import com.google.mediapipe.tasks.core.proto.BaseOptionsProto;
 import com.google.mediapipe.tasks.core.proto.ExternalFileProto;
+import com.google.protobuf.Any;
 import com.google.protobuf.ByteString;
 
 /**
  * MediaPipe Tasks options base class. Any MediaPipe task-specific options class should extend
- * {@link TaskOptions}.
+ * {@link TaskOptions} and implement exactly one of converTo*Proto() methods.
  */
 public abstract class TaskOptions {
   /**
    * Converts a MediaPipe Tasks task-specific options to a {@link CalculatorOptions} protobuf
    * message.
    */
-  public abstract CalculatorOptions convertToCalculatorOptionsProto();
+  public CalculatorOptions convertToCalculatorOptionsProto() {
+    return null;
+  }
+
+  /** Converts a MediaPipe Tasks task-specific options to an proto3 {@link Any} message. */
+  public Any convertToAnyProto() {
+    return null;
+  }
 
   /**
    * Converts a {@link BaseOptions} instance to a {@link BaseOptionsProto.BaseOptions} protobuf
diff --git a/third_party/BUILD b/third_party/BUILD
index 470b7ff99..c1bee7a6e 100644
--- a/third_party/BUILD
+++ b/third_party/BUILD
@@ -378,3 +378,10 @@ java_library(
         "@maven//:com_google_auto_value_auto_value_annotations",
     ],
 )
+
+java_proto_library(
+    name = "any_java_proto",
+    deps = [
+        "@com_google_protobuf//:any_proto",
+    ],
+)