nearly there gallery

rflamary · rflamary · commit 449045fda607 · 2016-12-02T14:07:17.000+01:00
diff --git a/examples/README.txt b/examples/README.txt
@@ -0,0 +1,3 @@
+============
+POT Examples
+============
diff --git a/examples/plot_OTDA_color_images.py b/examples/plot_OTDA_color_images.py
@@ -4,7 +4,7 @@
 Demo of Optimal transport for domain adaptation with image color adaptation as in [6]
 =====================================================================================
 
-[6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). Regularized discrete optimal transport. SIAM Journal on Imaging Sciences, 7(3), 1853-1882.
+[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014). Regularized discrete optimal transport. SIAM Journal on Imaging Sciences, 7(3), 1853-1882.
 """
 
 import numpy as np
diff --git a/examples/plot_OTDA_mapping_color_images.py b/examples/plot_OTDA_mapping_color_images.py
@@ -4,7 +4,7 @@
 Demo of Optimal transport for domain adaptation with image color adaptation as in [6] with mapping estimation from [8]
 ======================================================================================================================
 
-[6] Ferradans, S., Papadakis, N., Peyré, G., & Aujol, J. F. (2014). Regularized
+[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014). Regularized
     discrete optimal transport. SIAM Journal on Imaging Sciences, 7(3), 1853-1882.
 [8] M. Perrot, N. Courty, R. Flamary, A. Habrard, "Mapping estimation for
     discrete optimal transport", Neural Information Processing Systems (NIPS), 2016.
diff --git a/examples/plot_OT_2D_samples.py b/examples/plot_OT_2D_samples.py
@@ -1,6 +1,8 @@
 # -*- coding: utf-8 -*-
 """
+=============================================================
 Demo for 2D Optimal transport between empirical distributions
+=============================================================
 
 @author: rflamary
 """
diff --git a/examples/plot_barycenter_1D.py b/examples/plot_barycenter_1D.py
@@ -1,6 +1,9 @@
 # -*- coding: utf-8 -*-
 """
+==============================
 1D Wasserstein barycenter demo
+==============================
+
 
 @author: rflamary
 """
diff --git a/examples/plot_optim_OTreg.py b/examples/plot_optim_OTreg.py
@@ -1,6 +1,10 @@
 # -*- coding: utf-8 -*-
 """
+==================================
 Regularized OT with generic solver
+==================================
+
+
 """
 
 import numpy as np

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	`1`	`+============`
	`2`	`+POT Examples`
	`3`	`+============`