diff --git a/README.md b/README.md
index 3678f80e9d2ad00d2045925bae5a21bb615014e0..695f12293643e405a68a63f922326a752e357c73 100644
--- a/README.md
+++ b/README.md
@@ -36,8 +36,8 @@ However, several modifications have been made from the original code to allow th
 
 
 # Valid visibility module
-You can download pretrained weights [here](http://dionysos.univ-lyon2.fr/~ccrispimVisPred/models).
-For example, execute:
+You can download pretrained weights [here](http://dionysos.univ-lyon2.fr/~ccrispim/VisPred/models).
+For example, run:
 ```
 python pose_estimation/valid.py \
     --cfg experiments/coco/resnet50/256x192_vis_freeze.yaml \
@@ -46,9 +46,9 @@ python pose_estimation/valid.py \
 ```
 
 # Training visibility module
-You can download pretrained weight on the base model [here](http://dionysos.univ-lyon2.fr/~ccrispimVisPred/models/coco_vis2_0_no_linear.pth.tar).
+You can download pretrained weight on the base model [here](http://dionysos.univ-lyon2.fr/~ccrispim/VisPred/models/coco_vis2_0_no_linear.pth.tar).
 Place this file in `models/pytorch/resnet50_vis`.
-Then, execute:
+Then, run:
 ```
 python pose_estimation/train.py \
     --cfg experiments/coco/resnet50/256x192_vis_freeze.yaml