diff --git a/docs/source/al_description.rst b/docs/source/al_description.rst
index 37eed69fae446ece4c6494616fcbc362149fb9c0..3238e8b05fe3c775b4be87b6e1cec37d8f6fef00 100644
--- a/docs/source/al_description.rst
+++ b/docs/source/al_description.rst
@@ -7,7 +7,7 @@ The relevant functions are contained in the class :any:`bayesvalidrox.surrogate_
.. warning::
Exploration with 'voronoi' is disabled for release v1.1.0!
-.. image:: ./docs/diagrams/active_learning_reduced.png
+.. image:: ./diagrams/active_learning_reduced.png
:width: 550
:alt: UML diagram for the classes and functions used in active learning in BayesValidRox.
diff --git a/docs/source/bayes_description.rst b/docs/source/bayes_description.rst
index 2c49ab2c653368fd215ae1c97c4b8b28cd30df89..1566c4d5a3d4af2a2b79046d446c0d748e8eab69 100644
--- a/docs/source/bayes_description.rst
+++ b/docs/source/bayes_description.rst
@@ -19,7 +19,7 @@ Bayesian inference
.. container:: rightside
- .. image:: ./docs/diagrams/bayesian_validation.png
+ .. image:: ./diagrams/bayesian_validation.png
:width: 300
:alt: UML diagram for classes related to Bayesian inference.
@@ -115,11 +115,11 @@ For inference with MCMC, chain diagnostics are also written out in the console.
.. container:: rightside
- .. image:: ./examples/user_guide/Outputs_Bayes_model_Calib/Posterior_Dist_model_emulator.pdf
+ .. image:: ../examples/user_guide/Outputs_Bayes_model_Calib/Posterior_Dist_model_emulator.pdf
:width: 400
:alt: Posterior distribution of the input parameter
- .. image:: ./examples/user_guide/Outputs_Bayes_model_Calib/Post_Prior_Perd_model_emulator_A.pdf
+ .. image:: ../examples/user_guide/Outputs_Bayes_model_Calib/Post_Prior_Perd_model_emulator_A.pdf
:width: 400
:alt: Comparison of posterior prediction to the observation
\ No newline at end of file
diff --git a/docs/source/bmc_description.rst b/docs/source/bmc_description.rst
index 78cc03d035d572dd81e914d806b77962e94a1810..86a4e18e6a42428ff8a7241204e0934a8332910d 100644
--- a/docs/source/bmc_description.rst
+++ b/docs/source/bmc_description.rst
@@ -10,7 +10,7 @@ Bayesian multi-model comparison
.. container:: rightside
- .. image:: ./docs/diagrams/bayesian_model_comparison.png
+ .. image:: ./diagrams/bayesian_model_comparison.png
:width: 400
:alt: UML diagram for classes related to Bayesian multi-model comparison.
diff --git a/docs/source/input_description.rst b/docs/source/input_description.rst
index 04d4beedea4bdcc59fa04033a3f3b7de56ec8de1..f6cf2d3c3f440117870f1b49a933dd2160cee156 100644
--- a/docs/source/input_description.rst
+++ b/docs/source/input_description.rst
@@ -18,7 +18,7 @@ This uncertainty can be described as probability distributions over possible val
.. container:: rightside
- .. image:: ./docs/diagrams/input_classes.png
+ .. image:: ./diagrams/input_classes.png
:width: 300
:alt: UML diagram for input-related classes in bayesvalidrox
@@ -76,6 +76,6 @@ The generated samples can be visualized against their marginal distributions.
The results will be saved in the folder ``Outputs_Priors``.
-.. image:: ./examples/user_guide/Outputs_Priors/prior_$X$.png
+.. image:: ../examples/user_guide/Outputs_Priors/prior_$X$.png
:width: 400
:alt: Generated samples against their marginal distribution
diff --git a/docs/source/model_description.rst b/docs/source/model_description.rst
index a275d21f8d6ad0bd408166e2727ea593304b4557..3ec77c22d4b9e616d5314b3385927eea32757326 100644
--- a/docs/source/model_description.rst
+++ b/docs/source/model_description.rst
@@ -13,7 +13,7 @@ Models
.. container:: rightside
- .. image:: ./docs/diagrams/model.png
+ .. image:: ./diagrams/model.png
:width: 150
:alt: UML diagram for the bayesvalidrox class :any:`bayesvalidrox.pylink.pylink.PyLinkForwardModel`.
diff --git a/docs/source/packagedescription.rst b/docs/source/packagedescription.rst
index 532c1e4cfc5db48bee0c31888e42ed2335a55387..a59c08e5cd50247e98318ee0e3ccb587e7b5f51a 100644
--- a/docs/source/packagedescription.rst
+++ b/docs/source/packagedescription.rst
@@ -34,7 +34,7 @@ Overview
This package is split into multiple aspects corresponding to its folder structure.
-.. image:: ./docs/diagrams/folder_structure.png
+.. image:: ./diagrams/folder_structure.png
:width: 600
:alt: Folder structure of **bayesvalidrox**
diff --git a/docs/source/post_description.rst b/docs/source/post_description.rst
index 1a636d681f34259d56da934b8296756aba50c653..b83380c744ae22eeaf8be20f24188208a14be466 100644
--- a/docs/source/post_description.rst
+++ b/docs/source/post_description.rst
@@ -12,7 +12,7 @@ Postprocessing
.. container:: rightside
- .. image:: ./docs/diagrams/postprocessing.png
+ .. image:: ./diagrams/postprocessing.png
:width: 300
:alt: UML diagram for the classes and functions used in active learning in BayesValidRox.
@@ -60,7 +60,7 @@ The visual comparison of model and metamodel results is saved in the folder ``Ou
.. container:: rightside
- .. image:: ./examples/user_guide/Outputs_PostProcessing_calib/Model_vs_PCEModel_y_1.pdf
+ .. image:: ../examples/user_guide/Outputs_PostProcessing_calib/Model_vs_PCEModel_y_1.pdf
:width: 400
:alt: Visual comparison of model and metamodel outputs
\ No newline at end of file
diff --git a/docs/source/surrogate_description.rst b/docs/source/surrogate_description.rst
index cbf2d9dd76216a5a96d473d2829c30f3069fd521..5fe44680658e1760f0b238b0ce93b6b6d608e246 100644
--- a/docs/source/surrogate_description.rst
+++ b/docs/source/surrogate_description.rst
@@ -8,7 +8,7 @@ We call this dataset the training data, with training samples :math:`(x_i)_{i=1,
BayesValidRox creates surrogate models as objects of the class :any:`bayesvalidrox.surrogate_models.surrogate_models.MetaModel`.
Training is performed by the class :any:`bayesvalidrox.surrogate_models.engine.Engine`.
-.. image:: ./docs/diagrams/metamod_training_reduced.png
+.. image:: ./diagrams/metamod_training_reduced.png
:width: 800
:alt: UML diagram for metamodel-related classes in bayesvalidrox
@@ -49,7 +49,7 @@ Other available training methods in BayesValidRox are presented in :any:`al_desc
.. container:: rightside
- .. image:: ../diagrams/engine_train_normal.png
+ .. image:: ./diagrams/engine_train_normal.png
:width: 800
:alt: Diagram of main steps in ``Engine.train_normal()``