Update README.md

README.md

@@ -44,7 +44,7 @@ This model was developed for the benefit of the community as an open-source prod
 
 - **Repository:** [Project Repo](https://github.com/Imageomics/kabr-tools)
 - **Paper:** [Paper Link](https://openaccess.thecvf.com/content/WACV2024W/CV4Smalls/papers/Kholiavchenko_KABR_In-Situ_Dataset_for_Kenyan_Animal_Behavior_Recognition_From_Drone_WACVW_2024_paper.pdf)
-- **Demo** [Project Page](https://kabrdata.xyz/)
+- **Project Page** [Project Page](https://kabrdata.xyz/)
 
 ## Uses
 
@@ -52,8 +52,8 @@ X3D-KABR-Kinetics has extensively studied ungulate behavior classification from
 
 ### Direct Use
 
-Please look at the [demo](https://github.com/Imageomics/kabr-tools) here for examples of how this model can generate time-budgets from aerial video of animals.
-
+Please see the illustrative examples on the [kabr-tools repository](https://github.com/Imageomics/kabr-tools) 
+for more information on how this model can be used generate time-budgets from aerial video of animals.
 
 ### Out-of-Scope Use
 
@@ -75,7 +75,9 @@ This model was trained to detect and classify behavior from drone videos of zebr
 
 ## How to Get Started with the Model
 
-Please take a look at the [demo](https://github.com/Imageomics/kabr-tools) to get started with the model.
+
+Please see the illustrative examples on the [kabr-tools repository](https://github.com/Imageomics/kabr-tools) 
+for more information on how this model can be used generate time-budgets from aerial video of animals.
 
 ## Training Details
 
@@ -276,4 +278,10 @@ and do not necessarily reflect the views of the National Science Foundation.
 ## Model Card Contact
 
 Maksim Kholiavchenko 
-<!-- Could include who to contact with questions, but this is also what the "Discussions" tab is for. -->
+<!-- Could include who to contact with questions, but this is also what the "Discussions" tab is for. -->
+
+### Contributions
+
+This work was supported by the [Imageomics Institute](https://imageomics.org), which is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) program under [Award #2118240](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2118240) (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning). Additional support was also provided by the [AI Institute for Intelligent Cyberinfrastructure with Computational Learning in the Environment (ICICLE)](https://icicle.osu.edu/), which is funded by the US National Science Foundation under [Award #2112606](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2112606). Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.
+
+The data was gathered at the [Mpala Research Centre](https://mpala.org/) in Kenya, in accordance with Research License No. NACOSTI/P/22/18214. The data collection protocol adhered strictly to the guidelines set forth by the Institutional Animal Care and Use Committee under permission No. IACUC 1835F.