diff --git a/src/diffusers/models/transformers/transformer_qwenimage.py b/src/diffusers/models/transformers/transformer_qwenimage.py
index 846add8906..a0ef975d32 100644
--- a/src/diffusers/models/transformers/transformer_qwenimage.py
+++ b/src/diffusers/models/transformers/transformer_qwenimage.py
@@ -557,6 +557,7 @@ class QwenImageTransformer2DModel(
         attention_kwargs: Optional[Dict[str, Any]] = None,
         controlnet_block_samples=None,
         return_dict: bool = True,
+        image_rotary_emb: Optional[Tuple[torch.Tensor, torch.Tensor]] = None,
     ) -> Union[torch.Tensor, Transformer2DModelOutput]:
         """
         The [`QwenTransformer2DModel`] forward method.
@@ -611,8 +612,8 @@ class QwenImageTransformer2DModel(
             if guidance is None
             else self.time_text_embed(timestep, guidance, hidden_states)
         )
-
-        image_rotary_emb = self.pos_embed(img_shapes, txt_seq_lens, device=hidden_states.device)
+        if image_rotary_emb is None:
+            image_rotary_emb = self.pos_embed(img_shapes, txt_seq_lens, device=hidden_states.device)
 
         for index_block, block in enumerate(self.transformer_blocks):
             if torch.is_grad_enabled() and self.gradient_checkpointing:
diff --git a/src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py b/src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py
index 8a2ee7b88e..8c5698bd60 100644
--- a/src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py
+++ b/src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py
@@ -631,6 +631,10 @@ class QwenImagePipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         negative_txt_seq_lens = (
             negative_prompt_embeds_mask.sum(dim=1).tolist() if negative_prompt_embeds_mask is not None else None
         )
+        image_rotary_emb = self.transformer.pos_embed(img_shapes, txt_seq_lens, device=latents.device)
+        neg_image_rotary_emb = None
+        if do_true_cfg:
+            neg_image_rotary_emb = self.transformer.pos_embed(img_shapes, negative_txt_seq_lens, device=latents.device)
 
         # 6. Denoising loop
         self.scheduler.set_begin_index(0)
@@ -649,8 +653,7 @@ class QwenImagePipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
                         guidance=guidance,
                         encoder_hidden_states_mask=prompt_embeds_mask,
                         encoder_hidden_states=prompt_embeds,
-                        img_shapes=img_shapes,
-                        txt_seq_lens=txt_seq_lens,
+                        image_rotary_emb=image_rotary_emb,
                         attention_kwargs=self.attention_kwargs,
                         return_dict=False,
                     )[0]
@@ -663,8 +666,7 @@ class QwenImagePipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
                             guidance=guidance,
                             encoder_hidden_states_mask=negative_prompt_embeds_mask,
                             encoder_hidden_states=negative_prompt_embeds,
-                            img_shapes=img_shapes,
-                            txt_seq_lens=negative_txt_seq_lens,
+                            image_rotary_emb=neg_image_rotary_emb,
                             attention_kwargs=self.attention_kwargs,
                             return_dict=False,
                         )[0]