diff --git a/.github/ISSUE_TEMPLATE/bug-report.yml b/.github/ISSUE_TEMPLATE/bug-report.yml
index 5f8de6b..8537a0e 100644
--- a/.github/ISSUE_TEMPLATE/bug-report.yml
+++ b/.github/ISSUE_TEMPLATE/bug-report.yml
@@ -70,7 +70,7 @@ body:
     attributes:
       label: Minimal Reproducible Example
       description: >
-        When asking a question, people will be better able to provide help if you provide code that they can easily understand and use to **reproduce** the problem. This is referred to by community members as creating a [minimal reproducible example](https://docs.ultralytics.com/help/minimum-reproducible-example/).
+        When asking a question, people will be better able to provide help if you provide code that they can easily understand and use to **reproduce** the problem. This is referred to by community members as creating a [minimal reproducible example](https://docs.ultralytics.com/help/minimum-reproducible-example).
       placeholder: |
         ```matlab
         % Code to reproduce your issue here
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index a995b35..bfb2a66 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -6,11 +6,11 @@ contact_links:
     url: https://github.com/ultralytics/msvm#readme
     about: Repository overview and usage
   - name: 💬 Forum
-    url: https://community.ultralytics.com/
+    url: https://community.ultralytics.com
     about: Ask on Ultralytics Community Forum
   - name: 🎧 Discord
     url: https://ultralytics.com/discord
     about: Ask on Ultralytics Discord
   - name: ⌨️ Reddit
-    url: https://reddit.com/r/ultralytics
+    url: https://www.reddit.com/r/Ultralytics/
     about: Ask on Ultralytics Subreddit
diff --git a/README.md b/README.md
index 36fd0b1..2f7d132 100644
--- a/README.md
+++ b/README.md
@@ -1,11 +1,11 @@
-<a href="https://www.ultralytics.com/"><img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320" alt="Ultralytics logo"></a>
+<a href="https://www.ultralytics.com"><img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320" alt="Ultralytics logo"></a>
 
 # MSVM (Minimum Separation Vector Mapping)
 
 [![Ultralytics Actions](https://github.com/ultralytics/msvm/actions/workflows/format.yml/badge.svg)](https://github.com/ultralytics/msvm/actions/workflows/format.yml)
 [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics)
-[![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/)
-[![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://reddit.com/r/ultralytics)
+[![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com)
+[![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/Ultralytics/)
 
 Welcome to the Minimum Separation Vector Mapping (MSVM) project! This repository contains the implementation of an innovative [machine learning](https://www.ultralytics.com/glossary/machine-learning-ml) approach developed by Ultralytics for geospatial information fusion and video analytics. MSVM is designed to enhance situational awareness in intelligence, surveillance, and reconnaissance (ISR) applications, showcasing early work in advanced [computer vision](https://www.ultralytics.com/glossary/computer-vision-cv) techniques.
 
@@ -13,7 +13,7 @@ Welcome to the Minimum Separation Vector Mapping (MSVM) project! This repository
 
 The MSVM technique, originally presented in our SPIE Defense + Security 2014 paper, utilizes sophisticated algorithms to map and analyze motion imagery specifically for ISR tasks. This method focuses on fusing geospatial data with video streams to provide deeper insights. For a comprehensive understanding, please consult the original publication:
 
-Jocher, G., et al. "Minimum Separation Vector Mapping (MSVM)." Proc. SPIE 9089, Geospatial InfoFusion and Video Analytics IV; and Motion Imagery for ISR and Situational Awareness II, 90890A (2014). [DOI: 10.1117/12.2053833](https://doi.org/10.1117/12.2053833)
+Jocher, G., et al. "Minimum Separation Vector Mapping (MSVM)." Proc. SPIE 9089, Geospatial InfoFusion and Video Analytics IV; and Motion Imagery for ISR and Situational Awareness II, 90890A (2014). [DOI: 10.1117/12.2053833](https://www.researchgate.net/publication/269321078_Minimum_Separation_Vector_Mapping_MSVM)
 
 ## 🔧 Requirements