diff --git a/src/transformers/models/llava_next_video/processing_llava_next_video.py b/src/transformers/models/llava_next_video/processing_llava_next_video.py
index e9307ee37..349a2253a 100644
--- a/src/transformers/models/llava_next_video/processing_llava_next_video.py
+++ b/src/transformers/models/llava_next_video/processing_llava_next_video.py
@@ -18,6 +18,8 @@ Processor class for LLaVa-NeXT-Video.
 
 from typing import TYPE_CHECKING, List, Optional, Union
 
+import numpy as np
+
 from ...feature_extraction_utils import BatchFeature
 from ...image_processing_utils import select_best_resolution
 from ...image_utils import ImageInput, VideoInput, get_image_size, to_numpy_array
@@ -193,7 +195,11 @@ class LlavaNextVideoProcessor(ProcessorMixin):
 
         # videos are easier, simply get frames and multiply
         if videos_inputs:
-            one_video = to_numpy_array(videos_inputs.get("pixel_values_videos")[0])
+            one_video = videos_inputs.get("pixel_values_videos")[0]
+            if isinstance(one_video, (list, tuple)):
+                one_video = np.array(one_video)
+            else:
+                one_video = to_numpy_array(one_video)
             height, width = get_image_size(one_video[0])
             num_frames = one_video.shape[0]  # frame dim is always after batch dim
 
diff --git a/src/transformers/models/llava_onevision/processing_llava_onevision.py b/src/transformers/models/llava_onevision/processing_llava_onevision.py
index 81760fb40..eded6084e 100644
--- a/src/transformers/models/llava_onevision/processing_llava_onevision.py
+++ b/src/transformers/models/llava_onevision/processing_llava_onevision.py
@@ -20,6 +20,8 @@ import math
 import os
 from typing import Iterable, List, Union
 
+import numpy as np
+
 from ...feature_extraction_utils import BatchFeature
 from ...image_processing_utils import select_best_resolution
 from ...image_utils import ImageInput, VideoInput, get_image_size, to_numpy_array
@@ -164,7 +166,11 @@ class LlavaOnevisionProcessor(ProcessorMixin):
         if videos is not None:
             video_inputs = self.video_processor(videos, **output_kwargs["videos_kwargs"])
 
-            one_video = to_numpy_array(video_inputs.get("pixel_values_videos")[0])
+            one_video = video_inputs.get("pixel_values_videos")[0]
+            if isinstance(video_inputs.get("pixel_values_videos")[0], (list, tuple)):
+                one_video = np.array(one_video)
+            else:
+                one_video = to_numpy_array(one_video)
             height, width = get_image_size(one_video[0], channel_dim=output_kwargs["images_kwargs"].get("data_format"))
             num_frames = one_video.shape[0]  # frame dim is always after batch dim
             patches_height_width = int(math.sqrt(self.num_image_tokens))
diff --git a/src/transformers/models/video_llava/processing_video_llava.py b/src/transformers/models/video_llava/processing_video_llava.py
index 9d11f4268..19c10f8b4 100644
--- a/src/transformers/models/video_llava/processing_video_llava.py
+++ b/src/transformers/models/video_llava/processing_video_llava.py
@@ -18,6 +18,8 @@ Processor class for VideoLlava.
 
 from typing import List, Optional, Union
 
+import numpy as np
+
 from ...feature_extraction_utils import BatchFeature
 from ...image_utils import ImageInput, get_image_size, to_numpy_array
 from ...processing_utils import ProcessorMixin
@@ -165,7 +167,11 @@ class VideoLlavaProcessor(ProcessorMixin):
                 num_frames = 1
 
             if "pixel_values_videos" in encoded_images.keys():
-                one_video = to_numpy_array(encoded_images.get("pixel_values_videos")[0])
+                one_video = encoded_images.get("pixel_values_videos")[0]
+                if isinstance(encoded_images.get("pixel_values_videos")[0], (list, tuple)):
+                    one_video = np.array(one_video)
+                else:
+                    one_video = to_numpy_array(one_video)
                 height, width = get_image_size(one_video[0])
                 num_frames = one_video.shape[0]  # frame dim is always after batch dim