diff --git a/docs/nerfology/methods/bionerf.md b/docs/nerfology/methods/bionerf.md
index 5ab344522..fccd754d2 100644
--- a/docs/nerfology/methods/bionerf.md
+++ b/docs/nerfology/methods/bionerf.md
@@ -2,7 +2,7 @@
 
 <h4> Biologically Plausible Neural Radiance Fields for View Synthesis</h4>
 
-```{button-link} https://arxiv.org/pdf/2402.07310
+```{button-link} https://leandropassosjr.github.io/BioNeRF/
 :color: primary
 :outline:
 Paper Website
@@ -19,7 +19,7 @@ Official Code
 :outline:
 Nerfstudio add-on code
 ```
-![examples](https://leandropassosjr.github.io/BioNeRF/assets/gifs.gif)<br>
+![examples](https://leandropassosjr.github.io/BioNeRF/static/images/gifs.gif)<br>
 
 **Biologically Plausible Neural Radiance Fields**
 
@@ -43,7 +43,7 @@ ns-train bionerf --help
 
 ## Pipeline
 
-![pipeline](https://leandropassosjr.github.io/BioNeRF/assets/BioNeRF.png)<br>
+![pipeline](https://leandropassosjr.github.io/BioNeRF/static/images/BioNeRF.png)<br>
 
 Here is an overview pipeline for BioNeRF, we will walk through each component in this guide.
 
@@ -69,7 +69,7 @@ This step is responsible for adding contextual information to BioNeRF. Two new e
 | SSIM  | 0.927 | 0.957     | 0.965 | 0.874 | 0.978 | 0.977 | 0.963 | 0.980  | 0.953 |
 | LPIPS | 0.047 | 0.018     | 0.017 | 0.068 | 0.018 | 0.011 | 0.016 | 0.010  | 0.026 |
 
-<img src='https://leandropassosjr.github.io/BioNeRF/assets/blender.jpeg'/>
+<img src='https://leandropassosjr.github.io/BioNeRF/static/images/blender.jpeg'/>
 
 Ground-truth (top) and synthetic view (bottom) images generated by BioNeRF regarding four Realistic Blender dataset’s scenes.
 
@@ -81,6 +81,6 @@ Ground-truth (top) and synthetic view (bottom) images generated by BioNeRF regar
 | SSIM  | 0.837 | 0.873  | 0.914    | 0.882  | 0.796  | 0.714    | 0.911 | 0.911 | 0.861 |
 | LPIPS | 0.093 | 0.055  | 0.025    | 0.070  | 0.103  | 0.122    | 0.029 | 0.044 | 0.068 |
 
-<img src='https://leandropassosjr.github.io/BioNeRF/assets/llff.jpeg'/>
+<img src='https://leandropassosjr.github.io/BioNeRF/static/images/llff.jpeg'/>
 
 Ground-truth (top) and synthetic view (bottom) images generated by BioNeRF regarding four LLFF dataset’s scenes.