diff --git a/CHANGELOG.md b/CHANGELOG.md
index de89d844..ebf67ce1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -17,6 +17,7 @@ and this project adheres to [Semantic Versioning](http://semver.org/).
 - Bumped "breaking" dependencies on MTEB and Transformers version and made the corresponding changes in the code
 - Casted Image dtype in ColPali due to breaking 4.46 transformers update
 - Added a "num_image_tokens" kwarg to the `ColQwen2Processor` to allow for different image resolutions
+- Rename `x_idefics_2_y` files to `x_idefics2_y` to match the `transformers` naming convention
 
 ### Fixed
 
diff --git a/colpali_engine/collators/visual_retriever_collator.py b/colpali_engine/collators/visual_retriever_collator.py
index 79e7cddd..97476d96 100644
--- a/colpali_engine/collators/visual_retriever_collator.py
+++ b/colpali_engine/collators/visual_retriever_collator.py
@@ -2,7 +2,7 @@
 
 from PIL.Image import Image
 
-from colpali_engine.models.idefics_2 import ColIdefics2Processor
+from colpali_engine.models.idefics2 import ColIdefics2Processor
 from colpali_engine.models.paligemma import ColPaliProcessor
 from colpali_engine.utils.processing_utils import BaseVisualRetrieverProcessor
 
diff --git a/colpali_engine/models/__init__.py b/colpali_engine/models/__init__.py
index 0594793e..357a0e6b 100644
--- a/colpali_engine/models/__init__.py
+++ b/colpali_engine/models/__init__.py
@@ -1,3 +1,3 @@
-from .idefics_2 import BiIdefics2, ColIdefics2, ColIdefics2Processor
+from .idefics2 import BiIdefics2, BiIdefics2Processor, ColIdefics2, ColIdefics2Processor
 from .paligemma import BiPali, BiPaliProcessor, BiPaliProj, ColPali, ColPaliProcessor
 from .qwen2 import BiQwen2, BiQwen2Processor, ColQwen2, ColQwen2Processor
diff --git a/colpali_engine/models/idefics2/__init__.py b/colpali_engine/models/idefics2/__init__.py
new file mode 100644
index 00000000..3cad694e
--- /dev/null
+++ b/colpali_engine/models/idefics2/__init__.py
@@ -0,0 +1,2 @@
+from .biidefics2 import BiIdefics2, BiIdefics2Processor
+from .colidefics2 import ColIdefics2, ColIdefics2Processor
diff --git a/colpali_engine/models/idefics2/biidefics2/__init__.py b/colpali_engine/models/idefics2/biidefics2/__init__.py
new file mode 100644
index 00000000..5084c86d
--- /dev/null
+++ b/colpali_engine/models/idefics2/biidefics2/__init__.py
@@ -0,0 +1,2 @@
+from .modeling_biidefics2 import BiIdefics2
+from .processing_biidefics2 import BiIdefics2Processor
diff --git a/colpali_engine/models/idefics_2/biidefics_2/modeling_biidefics_2.py b/colpali_engine/models/idefics2/biidefics2/modeling_biidefics2.py
similarity index 100%
rename from colpali_engine/models/idefics_2/biidefics_2/modeling_biidefics_2.py
rename to colpali_engine/models/idefics2/biidefics2/modeling_biidefics2.py
diff --git a/colpali_engine/models/idefics_2/biidefics_2/processing_biidefics_2.py b/colpali_engine/models/idefics2/biidefics2/processing_biidefics2.py
similarity index 86%
rename from colpali_engine/models/idefics_2/biidefics_2/processing_biidefics_2.py
rename to colpali_engine/models/idefics2/biidefics2/processing_biidefics2.py
index 12ac6c47..25e2a21f 100644
--- a/colpali_engine/models/idefics_2/biidefics_2/processing_biidefics_2.py
+++ b/colpali_engine/models/idefics2/biidefics2/processing_biidefics2.py
@@ -2,7 +2,7 @@
 
 import torch
 
-from colpali_engine.models.idefics_2.colidefics_2.processing_colidefics_2 import ColIdefics2Processor
+from colpali_engine.models.idefics2.colidefics2.processing_colidefics2 import ColIdefics2Processor
 
 
 class BiIdefics2Processor(ColIdefics2Processor):
diff --git a/colpali_engine/models/idefics2/colidefics2/__init__.py b/colpali_engine/models/idefics2/colidefics2/__init__.py
new file mode 100644
index 00000000..da6720c9
--- /dev/null
+++ b/colpali_engine/models/idefics2/colidefics2/__init__.py
@@ -0,0 +1,2 @@
+from .modeling_colidefics2 import ColIdefics2
+from .processing_colidefics2 import ColIdefics2Processor
diff --git a/colpali_engine/models/idefics_2/colidefics_2/modeling_colidefics_2.py b/colpali_engine/models/idefics2/colidefics2/modeling_colidefics2.py
similarity index 100%
rename from colpali_engine/models/idefics_2/colidefics_2/modeling_colidefics_2.py
rename to colpali_engine/models/idefics2/colidefics2/modeling_colidefics2.py
diff --git a/colpali_engine/models/idefics_2/colidefics_2/processing_colidefics_2.py b/colpali_engine/models/idefics2/colidefics2/processing_colidefics2.py
similarity index 100%
rename from colpali_engine/models/idefics_2/colidefics_2/processing_colidefics_2.py
rename to colpali_engine/models/idefics2/colidefics2/processing_colidefics2.py
diff --git a/colpali_engine/models/idefics_2/__init__.py b/colpali_engine/models/idefics_2/__init__.py
deleted file mode 100644
index 9ae42040..00000000
--- a/colpali_engine/models/idefics_2/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from .biidefics_2 import BiIdefics2
-from .colidefics_2 import ColIdefics2, ColIdefics2Processor
diff --git a/colpali_engine/models/idefics_2/biidefics_2/__init__.py b/colpali_engine/models/idefics_2/biidefics_2/__init__.py
deleted file mode 100644
index 36091b2d..00000000
--- a/colpali_engine/models/idefics_2/biidefics_2/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from .modeling_biidefics_2 import BiIdefics2
diff --git a/colpali_engine/models/idefics_2/colidefics_2/__init__.py b/colpali_engine/models/idefics_2/colidefics_2/__init__.py
deleted file mode 100644
index e1563b0b..00000000
--- a/colpali_engine/models/idefics_2/colidefics_2/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from .modeling_colidefics_2 import ColIdefics2
-from .processing_colidefics_2 import ColIdefics2Processor