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--- a/docs/user_guide/aruco_markers_pipeline/introduction.md
+++ b/docs/user_guide/aruco_markers_pipeline/introduction.md
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Overview
========
-This section explains how to build augmented reality pipelines based on ArUco Markers technology for various use cases.
+This section explains how to build augmented reality pipelines based on [ArUco Markers technology](https://www.sciencedirect.com/science/article/abs/pii/S0031320314000235) for various use cases.
-The OpenCV library provides a module to detect fiducial markers into a picture and estimate their poses (cf [OpenCV ArUco tutorial page](https://docs.opencv.org/4.x/d5/dae/tutorial_aruco_detection.html)).
+The OpenCV library provides a module to detect fiducial markers into a picture and estimate their poses.
-![OpenCV ArUco markers](https://pyimagesearch.com/wp-content/uploads/2020/12/aruco_generate_tags_header.png)
+![OpenCV ArUco markers](../../img/opencv_aruco.png)
-The ArGaze [ArUcoMarkers submodule](../../argaze.md/#argaze.ArUcoMarkers) eases markers creation, optic calibration, markers detection and 3D scene pose estimation through a set of high level classes.
+The ArGaze [ArUcoMarkers submodule](../../argaze.md/#argaze.ArUcoMarkers) eases markers creation, markers detection and 3D scene pose estimation through a set of high level classes.
-First, let's look at the schema below: it gives an overview of the main notions involved in the following chapters.
+<!-- First, let's look at the schema below: it gives an overview of the main notions involved in the following chapters. -->
-![ArUco markers pipeline](../../img/aruco_markers_pipeline.png)
+<!-- ![ArUco markers pipeline](../../img/aruco_markers_pipeline.png) -->
To build your own ArUco markers pipeline, you need to know:
* [How to setup ArUco markers into a scene](aruco_markers_description.md),
-* [How to describe scene's AOI](aoi_description.md),
* [How to load and execute ArUco markers pipeline](configuration_and_execution.md),
* [How to estimate scene pose](pose_estimation.md),
-* [How to project AOI into camera frame](aoi_projection.md),
-* [How to visualize ArUcoCamera and ArUcoScenes](visualisation.md)
+* [How to describe scene's AOI](aoi_3d_description.md),
+* [How to project 3D AOI into camera frame](aoi_3d_projection.md),
+* [How to define a 3D AOI as a frame](aoi_3d_frame.md).
More advanced features are also explained like:
-* [How to script ArUco markers pipeline](advanced_topics/scripting.md)
-* [How to calibrate optic parameters](optic_parameters_calibration.md)
-* [How to improve ArUco markers detection](advanced_topics/aruco_detector_configuration.md)
+* [How to script ArUco markers pipeline](advanced_topics/scripting.md),
+* [How to calibrate optic parameters](advanced_topics/optic_parameters_calibration.md),
+* [How to improve ArUco markers detection](advanced_topics/aruco_detector_configuration.md).