diff --git a/mmpretrain/models/heads/multi_task_head.py b/mmpretrain/models/heads/multi_task_head.py
index 9cc71d35..3515a2b1 100644
--- a/mmpretrain/models/heads/multi_task_head.py
+++ b/mmpretrain/models/heads/multi_task_head.py
@@ -121,14 +121,10 @@ class MultiTaskHead(BaseModule):
         for task_name, head in self.task_heads.items():
             task_samples = None
             if data_samples is not None:
-                task_samples = []
-                for data_sample in data_samples:
-                    if data_sample is None:
-                        task_samples.append(None)
-                    elif task_name in data_sample.tasks:
-                        task_samples.append(data_sample.get(task_name))
-                    else:
-                        task_samples.append(None)
+                task_samples = [
+                    data_sample.get(task_name, None) if data_sample else None
+                    for data_sample in data_samples
+                ]
 
             task_samples = head.predict(feats, task_samples)
             batch_size = len(task_samples)