diff --git a/README.md b/README.md
index be886cda25b5..f647621ba9ca 100644
--- a/README.md
+++ b/README.md
@@ -55,7 +55,7 @@ Elaborating further:
 
 If you use NumPy, then you have used Tensors (a.k.a ndarray).
 
-![Tensor illustration](https://github.com/pytorch/pytorch/blob/master/docs/source/_static/img/tensor_illustration.png)
+![Tensor illustration](./docs/source/_static/img/tensor_illustration.png)
 
 PyTorch provides Tensors that can live either on the CPU or the GPU, and accelerates the
 computation by a huge amount.
diff --git a/docs/source/_static/img/tensor_illustration.png b/docs/source/_static/img/tensor_illustration.png
index b0039c7f3f3e..0d63f0e9461e 100644
Binary files a/docs/source/_static/img/tensor_illustration.png and b/docs/source/_static/img/tensor_illustration.png differ