. . . . "" . "Environmental research" . . . "https://doi.org/10.5281/zenodo.14279111" . . "2024-12-04 23:00:28.915134+00:00" . "2024-12-04 23:00:30.048350+00:00" . "Contains outputs, (results), generated in the Jupyter notebook of Livestock detection using DeepForest" . . "Outputs" . "2024-12-04 23:00:28.915134+00:00" . . . . . "https://doi.org/10.7910/DVN/N7GJYU" . . "2024-12-04 23:00:24.659570+00:00" . "2024-12-04 23:00:25.667439+00:00" . "Contains input Input dataset for the fine-tuned model used in the Jupyter notebook of Livestock detection using DeepForest" . . "Input Input dataset for the fine-tuned model" . "2024-12-04 23:00:24.659570+00:00" . . . . . "https://doi.org/https://doi.org/10.1111/2041-210X.13472" . . "2024-12-04 23:00:33.471709+00:00" . "2024-12-04 23:00:34.525430+00:00" . "Related publication of the modelling presented in the Jupyter notebook" . . "Deepforest: a python package for rgb deep learning tree crown delineation" . "2024-12-04 23:00:33.471709+00:00" . . . . . "https://edsbook.org/notebooks/gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/notebook.html" . . "2024-12-04 23:00:46.367365+00:00" . "2024-12-04 23:00:47.573187+00:00" . "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book" . "text/html" . . "Online rendered version of the Jupyter notebook" . "2024-12-04 23:00:46.367365+00:00" . . . . . "https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/blob/main/notebook.ipynb" . . "2024-12-04 23:00:20.603543+00:00" . "2024-12-04 23:00:21.556504+00:00" . "Jupyter Notebook hosted by the Environmental Data Science Book" . . "Jupyter notebook" . "2024-12-04 23:00:20.603543+00:00" . . . . . "https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/tree/main/.binder/environment.yml" . . "2024-12-04 23:00:41.963542+00:00" . "2024-12-04 23:00:43.056070+00:00" . "Conda environment when user want to have the same libraries installed without concerns of package versions" . . "Conda environment" . "2024-12-04 23:00:41.963542+00:00" . . . . "https://github.com/eds-book-gallery/95199651-9e81-4cae-a3a7-66398a9a5f62/tree/main/.lock/conda-lock.yml" . . "2024-12-04 23:00:37.727861+00:00" . "2024-12-04 23:00:38.784747+00:00" . "Lock conda file of the Jupyter notebook hosted by the Environmental Data Science Book" . . "Lock conda file" . "2024-12-04 23:00:37.727861+00:00" . . . "University of Florida" . "ethanwhite@ufl.edu" . "Ethan P. White" . . "0000-0001-6728-7745" . "The Alan Turing Institute" . "lvanzeeland@turing.ac.uk" . "Louisa Van Zeeland" . . "0009-0005-0392-4377" . "2025-05-27 16:35:09.245985+00:00" . . . . . . . . . "0"^^ . "https://api.rohub.org/api/ros/7ad44bec-6784-437f-b5f3-2199b43a5303/crate/download/" . . . . "2024-12-04 22:59:05.987316+00:00" . "2025-10-16 12:17:04.846237+00:00" . "2024-12-04 22:59:05.987316+00:00" . "The research object refers to the Livestock detection using DeepForest notebook published in the Environmental Data Science book." . "application/ld+json" . . . . . "https://w3id.org/ro-id/7ad44bec-6784-437f-b5f3-2199b43a5303" . . "Livestock detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book" . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "https://w3id.org/ro/terms/earth-science#ExecutableResearchObjectTemplate" . "Cameron Appel, Ethan P. White, and Louisa Van Zeeland. \"Livestock detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book.\" ROHub. Dec 04 ,2024. https://w3id.org/ro-id/7ad44bec-6784-437f-b5f3-2199b43a5303." . . . "output" . . . . . . . "tool" . . . . "input" . . . . "biblio" . . . . "457238"^^ . "https://api.rohub.org/api/resources/832ec27f-3faf-4051-9a42-dfa6d421a6ed/download/" . . "2024-12-04 23:00:16.094540+00:00" . "2024-12-04 23:00:17.222084+00:00" . "image/png" . . "Image showing an example of the finetuned model predictions to detect livestock" . "2024-12-04 23:00:16.094540+00:00" . . . . . . . "aim" . . "21.489001692047378" . "12.7" . "DeepForest notebook" . . "34.64249748237664" . "34.4" . "research" . . "13.348164627363737" . "12.0" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "notebook" . . "13.125695216907674" . "11.8" . "object" . . "14.571746384872078" . "13.1" . "Environmental Data Science book" . . "15.609264853977846" . "15.5" . "research object" . . "34.038267875125875" . "33.8" . "DeepForest" . . "17.797552836484982" . "16.0" . "publishing" . . "100.0" . "6.9" . "Livestock detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book." . . "39.23923923923924" . "39.2" . "Livestock detection" . . "15.105740181268883" . "15.0" . "research" . . "19.4585448392555" . "11.5" . "book" . . "22.84263959390863" . "13.5" . "geosciences" . . "100.0" . "0.4561961591243744" . "geophysics" . . "100.0" . "0.4561961591243744" . "use DeepForest notebook" . . "0.6042296072507553" . "0.6" . "geology" . . "100.0" . "0.7395366430282593" . "notebook" . . "19.120135363790187" . "11.3" . "earth sciences" . . "100.0" . "0.7395366430282593" . "The research object refers to the Livestock detection using DeepForest notebook published in the Environmental Data Science book." . . "60.76076076076076" . "60.7" . "Literature" . . "Arts, culture and entertainment/Arts and entertainment/Literature" . "detection" . . "17.089678510998308" . "10.1" . "detection" . . "11.345939933259174" . "10.2" . "book" . . "12.235817575083425" . "11.0" . "Environmental Data Science" . . "17.575083426028918" . "15.8" . "Queen Mary University London" . "c.appel@qmul.ac.uk" . "Cameron Appel" . . "Environmental Data Science Book Community" . . . "2025-11-10T15:54:22.476+01:00"^^ . . . "Livestock detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB" . "wpypqvBdpM626uoZ5xaEGGDKGlNvMugvxXGbnmqKLcAPLxy3yMklkZkDLGE7PqN2sMPowuFbblnE6PDRYd4w0+zud5qq+xj0RiHcpRw98lqp2mWoTjiSCYatI9CNVSyjNQEiPc+h1+mdA8KZwi8ljryTtk7bHVbO8SzP3bXjOoVT0aguX+QKmeDmYVeN0BebXQ6t54tz4R0P3H/2hOc6kyiVaLoCQWeM1BVmBsT40W8OF8xv0KDyC082+M04GE07n0qflBob5qiyjqKnN3+si6F//ve8izlgrHBwSdRfgol/g20CiUOifSPoyRca/nC+U/nMH70PHxHfWf9k3T4OXw==" . . .