diff --git a/README.md b/README.md
index ef85470..87ddcc1 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
-# Brainchop [![Version](https://img.shields.io/badge/Version-2.1.0-brightgreen)]() [![JS ](https://img.shields.io/badge/Types-JavaScript-blue)]() [![MIT-License ](https://img.shields.io/badge/license-MIT-green)](https://github.com/neuroneural/brainchop/blob/master/LICENSE) [![tfjs](https://img.shields.io/badge/tfjs-Pre--trained%20Model-blue)](https://github.com/neuroneural/brainchop/tree/master/models/mnm_tfjs_me_test) [![DOI](https://joss.theoj.org/papers/10.21105/joss.05098/status.svg)](https://doi.org/10.21105/joss.05098)
+# Brainchop [![Version](https://img.shields.io/badge/Version-4.0.0-brightgreen)]() [![JS ](https://img.shields.io/badge/Types-JavaScript-blue)]() [![MIT-License ](https://img.shields.io/badge/license-MIT-green)](https://github.com/neuroneural/brainchop/blob/master/LICENSE) [![tfjs](https://img.shields.io/badge/tfjs-Pre--trained%20Model-blue)](https://github.com/neuroneural/brainchop/tree/master/models/mnm_tfjs_me_test) [![DOI](https://joss.theoj.org/papers/10.21105/joss.05098/status.svg)](https://doi.org/10.21105/joss.05098)
@@ -56,7 +56,7 @@ This basic example provides an overview of the training pipeline for the MeshNet
## Live Demo
-To see Brainchop in action please click [here](https://neuroneural.github.io/brainchop).
+To see Brainchop **v4** in action please click [here](https://neuroneural.github.io/brainchop).
@@ -69,7 +69,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
![](https://github.com/neuroneural/brainchop/blob/master/css/images/Brainchop_Niivue.png)
-**Brainchop v4.0.0 with
NiiVue viewer**
+**Brainchop
v4 with
NiiVue viewer**
-![Interface](https://github.com/neuroneural/brainchop/blob/master/css/images/brainchop_Arch.png)
+![Interface](./css/images/brainchop_Arch.png)
**Brainchop high-level architecture**
@@ -39,7 +39,7 @@
-![Interface](https://github.com/neuroneural/brainchop/blob/master/css/images/Input3DEnhancements.gif)
+![Interface](./css/images/Input3DEnhancements.gif)
**Brainchop v1.4.0 rendering MRI Nifti file in 3D**
@@ -83,7 +83,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
-![Interface](https://github.com/neuroneural/brainchop/blob/master/css/images/Brainchop3D.gif)
+![Interface](./css/images/Brainchop3D.gif)
**Brainchop v1.3.0 rendering segmentation output in 3D**
@@ -98,7 +98,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Brainchop [v2.2.0](https://github.com/neuroneural/brainchop/releases/tag/v2.2.0) paper is accepted in the 21st IEEE International Symposium on Biomedical Imaging ([ISBI 2024](https://biomedicalimaging.org/2024/)). Lengthy arXiv version can be found [here](https://arxiv.org/abs/2310.16162).
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/ISBI_2024.jpeg)
+
@@ -107,7 +107,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Brainchop [paper](https://doi.org/10.21105/joss.05098) is published in the Journal of Open Source Software (JOSS) on March 28, 2023.
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/JOSS_Logo.png)
+
@@ -116,7 +116,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Brainchop abstract is accepted for poster presentation during the 2023 [OHBM](https://www.humanbrainmapping.org/) Annual Meeting.
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/OHBM_2023.jpeg)
+
@@ -125,7 +125,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Brainchop 1-page abstract and poster is accepted in 20th IEEE International Symposium on Biomedical Imaging ([ISBI 2023](https://2023.biomedicalimaging.org/en/))
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/ISBI_2023.png)
+
@@ -134,7 +134,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Google, Tensorflow community spotlight award for brainchop (Sept 2022) on [Linkedin](https://www.linkedin.com/posts/tensorflow-community_github-neuroneuralbrainchop-brainchop-activity-6978796859532181504-cfCW?utm_source=share&utm_medium=member_desktop) and [Twitter](https://twitter.com/TensorFlow/status/1572980019999264774)
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/TF_CommunityAward.png)
+
@@ -143,7 +143,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Brainchop invited to [Pytorch](https://pytorch.org/ecosystem/ptc/2022) flag conference, New Orleans, Louisiana (Dec 2022)
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/Pytorch_Poster.jpg)
+
@@ -153,7 +153,7 @@ To see Brainchop in action please click [here](https://neuroneural.github.io/br
* Brainchop invited to TensorFlow.js Show & Tell episode #7 (Jul 2022).
-
![](https://github.com/neuroneural/brainchop/blob/master/css/news/TF_show_tell.png)
+
## Citation
@@ -207,7 +207,7 @@ This work was funded by the NIH grant RF1MH121885. Additional support from NIH R
-
![](https://github.com/neuroneural/brainchop/blob/master/css/logo/TReNDS_logo.jpg)
+
![](./css/logo/TReNDS_logo.jpg)
**Mohamed Masoud - Sergey Plis - 2024**
diff --git a/v3/test/README.md b/v3/test/README.md
index 511a2da..5d032c2 100644
--- a/v3/test/README.md
+++ b/v3/test/README.md
@@ -1,19 +1,19 @@
-# Brainchop [![Version](https://img.shields.io/badge/Version-3.4.0-brightgreen)]() [![JS ](https://img.shields.io/badge/Types-JavaScript-blue)]() [![MIT-License ](https://img.shields.io/badge/license-MIT-green)](https://github.com/neuroneural/brainchop/blob/master/LICENSE) [![Pass ](https://img.shields.io/badge/Pass-OK-green)](https://neuroneural.github.io/brainchop/test/runner.html)
+# Brainchop [![Version](https://img.shields.io/badge/Version-3.4.0-brightgreen)]() [![JS ](https://img.shields.io/badge/Types-JavaScript-blue)]() [![MIT-License ](https://img.shields.io/badge/license-MIT-green)](https://github.com/neuroneural/brainchop/blob/master/LICENSE) [![Pass ](https://img.shields.io/badge/Pass-OK-green)](./runner.html)
## Unit Testing
-**Mocha** unit testing is available in the browser with this [link](https://neuroneural.github.io/brainchop/v3/test/runner.html).
+**Mocha** unit testing is available in the browser with this [link](./runner.html).
-
![](https://github.com/neuroneural/brainchop/blob/master/css/logo/TReNDS_logo.jpg)
+
![](../css/logo/TReNDS_logo.jpg)
**Mohamed Masoud - Sergey Plis - 2024**