Fixes

flash/image/detection/data.py

@@ -125,9 +125,10 @@ def from_coco(
         """.. _COCO: https://www.immersivelimit.com/tutorials/create-coco-annotations-from-scratch.
 
         Creates a :class:`~flash.image.detection.data.ObjectDetectionData` object from the given data folders
-        and annotation files in the `COCO JSON format <https://cocodataset.org/#format-data>`_. For help
-        understanding and using this format, take a look at this tutorial:
-        `Create COCO Annotations from Scratch. <COCO>`__
+        and annotation files in the `COCO JSON format <https://cocodataset.org/#format-data>`_.
+
+        For help understanding and using the COCO format, take a look at this tutorial: `Create COCO annotations from
+        scratch <COCO>`__.
 
         To learn how to customize the transforms applied for each stage, read our
         :ref:`customizing transforms guide <customizing_transforms>`.

flash/image/instance_segmentation/data.py

@@ -124,8 +124,9 @@ def from_coco(
     ):
         """Creates a :class:`~flash.image.instance_segmentation.data.InstanceSegmentationData` object from the
         given data folders and annotation files in the `COCO JSON format <https://cocodataset.org/#format-data>`_.
-        For help understanding and using this format, take a look at this tutorial: `Create COCO Annotations from
-        Scratch. <COCO>`__
+
+        For help understanding and using the COCO format, take a look at this tutorial: `Create COCO annotations from
+        scratch <COCO>`__.
 
         To learn how to customize the transforms applied for each stage, read our
         :ref:`customizing transforms guide <customizing_transforms>`.

flash/image/keypoint_detection/data.py

@@ -140,10 +140,10 @@ def from_coco(
         **data_module_kwargs: Any,
     ):
         """Creates a :class:`~flash.image.keypoint_detection.data.KeypointDetectionData` object from the given data
-        folders and annotation files in the `COCO JSON format <https://cocodataset.org/#format-data>`_. For help
-        understanding and using this format, take a look at this tutorial: `Create COCO Annotations from Scratch.
+        folders and annotation files in the `COCO JSON format <https://cocodataset.org/#format-data>`_.
 
-        <COCO>`__
+        For help understanding and using the COCO format, take a look at this tutorial: `Create COCO annotations from
+        scratch <COCO>`__.
 
         To learn how to customize the transforms applied for each stage, read our
         :ref:`customizing transforms guide <customizing_transforms>`.