diff --git a/sklearnex/preview/decomposition/incremental_pca.py b/sklearnex/preview/decomposition/incremental_pca.py
index ee4643856d..154e74902c 100644
--- a/sklearnex/preview/decomposition/incremental_pca.py
+++ b/sklearnex/preview/decomposition/incremental_pca.py
@@ -236,7 +236,7 @@ def _onedal_fit(self, X, queue=None):
             n_samples, self.batch_size_, min_batch_size=self.n_components or 0
         ):
             X_batch = X[batch, ...]
-            self._onedal_partial_fit(X_batch, queue=queue)
+            self._onedal_partial_fit(X_batch, queue=queue, check_input=False)
 
         self._onedal_finalize_fit()