diff --git a/.gitmodules b/.gitmodules
index 65bc6cb0..0b6da147 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -54,3 +54,7 @@
 	path = book/notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b
 	url = https://github.com/eds-book-gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b.git
 	branch = render
+[submodule "book/notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62"]
+	path = book/notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62
+	url = https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62
+	branch = render
diff --git a/book/_bibliography/references.bib b/book/_bibliography/references.bib
index 678ebb93..6e1b1e6e 100644
--- a/book/_bibliography/references.bib
+++ b/book/_bibliography/references.bib
@@ -93,7 +93,7 @@ @article{Weinstein2020_MEE
    volume = {11},
    url = {https://besjournals.onlinelibrary.wiley.com/doi/abs/10.1111/2041-210X.13472},
    year = {2020},
-   topic = {15d986da-2d7c-44fb-af71-700494485def}
+   topic = {15d986da-2d7c-44fb-af71-700494485def, 95199651-9e81-4cae-a3a7-66398a9a5f62}
 }
 
 @article{Weinstein2020_EI,
@@ -437,4 +437,17 @@ @misc{cocacastro2024_icenetnb
   doi          = {10.5281/zenodo.10808514},
   url          = {https://doi.org/10.5281/zenodo.10808514},
   topic = {67a1e320-7c47-4ea9-8df8-e868326bc90b}
+}
+
+### 95199651-9e81-4cae-a3a7-66398a9a5f62
+
+@misc{livestockdataset,
+    author = {G.J. Franke and Sander Mucher},
+    publisher = {Harvard Dataverse},
+    title = {{Annotated cows in aerial images for use in deep learning models}},
+    year = {2021},
+    version = {V1},
+    doi = {10.7910/DVN/N7GJYU},
+    url = {https://doi.org/10.7910/DVN/N7GJYU},
+    topic = {95199651-9e81-4cae-a3a7-66398a9a5f62}
 }
\ No newline at end of file
diff --git a/book/_toc.yml b/book/_toc.yml
index 75f58b45..a44f82e9 100644
--- a/book/_toc.yml
+++ b/book/_toc.yml
@@ -23,6 +23,8 @@ parts:
   - file: notebooks/gallery
     title: Gallery
     sections:
+      - file: notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/notebook
+        title: Livestock detection (DeepForest)
       - file: notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b/notebook
         title: Daily sea ice forecasting (IceNet)
       - file: notebooks/gallery/39d9c177-11da-41b2-9b64-63f4c1c834b3/notebook
diff --git a/book/notebooks/gallery.md b/book/notebooks/gallery.md
index 5d091e2e..b48bdeae 100644
--- a/book/notebooks/gallery.md
+++ b/book/notebooks/gallery.md
@@ -5,6 +5,42 @@
 ::::{grid} 1 3 3 3
 :gutter: 2
 
+:::{grid-item-card} Livestock detection <br> (DeepForest)
+:margin: 3 0 0 0
+:link: ./gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/notebook.html
+:link-type: url
+:text-align: center
+:shadow: md
+
+{bdg-primary}`Farming`
+{bdg-secondary}`Modelling`
+<br>
+{bdg-warning}`Standard`
+{bdg-info}`Python`
+^^^
+
+<img src="https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/blob/postprint/images/thumbnail.png?raw=True"/>
+
++++
+Appel (2024)
+
+<p align="center">
+    <a href="https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/blob/main/LICENSE">
+        <img alt="License" src="https://img.shields.io/badge/License-MIT-yellow.svg">
+    </a>
+    <a href="http://mybinder.org/v2/gh/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/main?labpath=notebook.ipynb">
+        <img alt="binder" src="https://mybinder.org/badge_logo.svg">
+    </a>
+    <a href="https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/actions/workflows/render.yaml">
+        <img alt="render" src="https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/actions/workflows/render.yaml/badge.svg">
+    </a>
+    <a href="https://zenodo.org/badge/latestdoi/880931043">
+        <img alt="doi" src="https://zenodo.org/badge/880931043.svg">
+    </a>
+    <br/>
+</p>
+:::
+
 :::{grid-item-card} Daily sea ice forecasting <br> (IceNet library)
 :margin: 3 0 0 0
 :link: ./gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b/notebook.html
diff --git a/book/notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b b/book/notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b
index 6e38225e..50154723 160000
--- a/book/notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b
+++ b/book/notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b
@@ -1 +1 @@
-Subproject commit 6e38225e9abb162569ddfc01f3b9bd17da84b122
+Subproject commit 501547232a75237238f40fb5866c105a0209199e
diff --git a/book/notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62 b/book/notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62
new file mode 160000
index 00000000..f834435f
--- /dev/null
+++ b/book/notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62
@@ -0,0 +1 @@
+Subproject commit f834435f45fde0684f7490c7caf4bdd5787f7286
diff --git a/misc/rohub/register.py b/misc/rohub/register.py
index c6d10dd6..40ef9380 100644
--- a/misc/rohub/register.py
+++ b/misc/rohub/register.py
@@ -10,27 +10,27 @@
 
 # metadata
 metadata_contribution = {
-    'environment': 'polar',
+    'environment': 'farming',
     'topic': 'modelling',
-    'reponame': '67a1e320-7c47-4ea9-8df8-e868326bc90b',
-    'title': "Sea ice forecasting using the IceNet library",
-    'inputs': {'input1':{'name':'Codebase of the IceNet library',
-                         'url':'https://github.com/icenet-ai/icenet/'},
+    'reponame': '95199651-9e81-4cae-a3a7-66398a9a5f62',
+    'title': "Livestock detection using DeepForest",
+    'inputs': {'input1':{'name':'Input dataset for the fine-tuned model',
+                         'url':'https://doi.org/10.7910/DVN/N7GJYU'},
                },
     'outputs': {'content': 'results',
-               'url': "https://doi.org/10.5281/zenodo.12612126"},
+               'url': "https://doi.org/10.5281/zenodo.14279111"},
     'author_GHuser': 'eds-book-gallery',
-    'references':{'ref1':{'name':'Seasonal Arctic sea ice forecasting with probabilistic deep learning',
-                          'url':"https://doi.org/10.1038/s41467-021-25257-4"}},
-    'sketch': {'title':'Image showing an example of the forecasted sea ice',
-               'path':'_temp/rohub/67a1e320-7c47-4ea9-8df8-e868326bc90b/plot.png'}
+    'references':{'ref1':{'name':'Deepforest: a python package for rgb deep learning tree crown delineation',
+                          'url':"https://doi.org/https://doi.org/10.1111/2041-210X.13472"}},
+    'sketch': {'title':'Image showing an example of the finetuned model predictions to detect livestock',
+               'path':'_temp/rohub/95199651-9e81-4cae-a3a7-66398a9a5f62/plot.png'}
 }
 
 title_nb = metadata_contribution['title']
 
 metadata_rohub = {
     'title': f'{title_nb} (Jupyter Notebook) published in the Environmental Data Science book',
-    'research_areas': ['Environmental research', 'Oceanography', 'Deep learning'],
+    'research_areas': ['Environmental research', 'Agriculture', 'Deep learning'],
     'description': f'The research object refers to the {title_nb} notebook published in the Environmental Data Science book.',
     'ros_type': 'Executable Research Object',
     'ros_template': 'Executable Research Object folders structure',
@@ -48,34 +48,27 @@
 # edition
 authors=[
         {"agent_type": "user",
-         "display_name": "Bryn Noel Ubald",
-         "name": "Bryn Noel Ubald",
-         "email": "bryald@bas.ac.uk",
-         "orcid_id": "0000-0002-0206-7140",
-         "affiliation": "British Antarctic Survey"},
-        {"agent_type": "user",
-         "display_name": "James Byrne",
-         "name": "James Byrne",
-         "email": "jambyr@bas.ac.uk",
-         "orcid_id": "0000-0003-3731-2377",
-         "affiliation": "British Antarctic Survey"},
+         "display_name": "Cameron Appel",
+         "name": "Cameron Appel",
+         "email": "c.appel@qmul.ac.uk",
+         "affiliation": "Queen Mary University London"},
         ]
 
 ro.set_authors(agents=authors)
 
 reviewers=[
     {"agent_type": "user",
-     "display_name": "Wei Ji",
-     "name": "Wei Ji",
-     "email": "weiji@developmentseed.org",
-     "orcid_id": "0000-0003-2354-1988",
-     "affiliation": "Development Seed"},
+     "display_name": "Ethan P. White",
+     "name": "Ethan P. White",
+     "email": "ethanwhite@ufl.edu",
+     "orcid_id": "0000-0001-6728-7745",
+     "affiliation": "University of Florida"},
     {"agent_type": "user",
-     "display_name": "William Gregory",
-     "name": "William Gregory",
-     "email": "wg4031@princeton.edu",
-     "orcid_id": "0000-0001-8176-1642",
-     "affiliation": "Princeton University"},
+     "display_name": "Louisa Van Zeeland",
+     "name": "Louisa Van Zeeland",
+     "email": "lvanzeeland@turing.ac.uk",
+     "orcid_id": "0009-0005-0392-4377",
+     "affiliation": "The Alan Turing Institute"},
         ]
 
 ro.set_contributors(agents=reviewers)
diff --git a/misc/uuid/gen_uuid.py b/misc/uuid/gen_uuid.py
index b412b7ff..45da3882 100644
--- a/misc/uuid/gen_uuid.py
+++ b/misc/uuid/gen_uuid.py
@@ -205,6 +205,7 @@ def gen_new_uuid_edsbook():
                  'ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef', '94486a7f-e046-461f-bbb9-334ec7b57040',
                  'bc30df18-fce2-42fa-aade-1ce5b7f3ca3c', '15d986da-2d7c-44fb-af71-700494485def',
                  'a2875cdc-ba6a-49dc-aab7-cdf7c4fc0fa8', '1b8921af-e77f-4ccf-ae38-4813cdceba0f',
-                 'b34facfa-cea8-48f5-89f6-f11ce00812a9', '93463cac-471a-469d-ad52-0514fd9b67f2']
+                 'b34facfa-cea8-48f5-89f6-f11ce00812a9', '93463cac-471a-469d-ad52-0514fd9b67f2',
+                 '67a1e320-7c47-4ea9-8df8-e868326bc90b', '95199651-9e81-4cae-a3a7-66398a9a5f62']
 
 gen_new_uuid_edsbook()