. . . . "" . "Environmental research" . . "" . "Ecology" . . . "https://doi.org/10.1016/j.ecoinf.2020.101061" . . "2022-02-20 20:24:10.407957+00:00" . "2023-03-20 17:41:48.783152+00:00" . "Related publication(s) of the modelling presented in the Jupyter notebook" . . "Cross-site learning in deep learning rgb tree crown detection" . "2022-02-20 20:24:10.407957+00:00" . . . . . "https://doi.org/10.1111/2041-210X.13472" . . "2022-02-20 20:24:04.687051+00:00" . "2023-03-20 17:41:48.100537+00:00" . "Related publication(s) of the modelling presented in the Jupyter notebook" . . "Deepforest: a python package for rgb deep learning tree crown delineation" . "2022-02-20 20:24:04.687051+00:00" . . . . . "https://doi.org/10.3390/rs11111309" . . "2022-02-20 20:24:06.974255+00:00" . "2023-03-20 17:41:46.667052+00:00" . "Related publication(s) of the modelling presented in the Jupyter notebook" . . "Individual tree-crown detection in rgb imagery using semi-supervised deep learning neural networks" . "2022-02-20 20:24:06.974255+00:00" . . . . . "https://doi.org/10.5281/zenodo.3459802" . . "2022-02-20 20:23:52.295018+00:00" . "2023-03-20 17:41:45.484203+00:00" . "Contains input NeonTreeEvaluation RGB images used in the Jupyter notebook of Tree crown detection using DeepForest" . . "Input NeonTreeEvaluation RGB images" . "2022-02-20 20:23:52.295018+00:00" . . . . . "https://doi.org/10.5281/zenodo.6190393" . . "2022-02-20 20:23:58.613588+00:00" . "2023-03-20 17:41:47.611211+00:00" . "Contains outputs, (figures), generated in the Jupyter notebook of Tree crown detection using DeepForest" . . "Outputs" . "2022-02-20 20:23:58.613588+00:00" . . . . . "https://edsbook.org/notebooks/gallery/15d986da-2d7c-44fb-af71-700494485def/notebook.html" . . "2022-02-20 20:24:53.810022+00:00" . "2023-03-20 17:41:49.280327+00:00" . "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book" . "text/html" . . "Online rendered version of the Jupyter notebook" . "2022-02-20 20:24:53.810022+00:00" . . . . . "https://github.com/eds-book-gallery/15d986da-2d7c-44fb-af71-700494485def/blob/main/.lock/conda-osx-64.lock" . . "2022-02-20 20:25:04.506153+00:00" . "2023-03-20 17:41:52.941698+00:00" . "Lock conda file for osx-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book" . . "Lock conda file for osx-64" . "2022-02-20 20:25:04.506153+00:00" . . . . "https://github.com/eds-book-gallery/15d986da-2d7c-44fb-af71-700494485def/blob/main/.lock/conda-win-64.lock" . . "2022-02-20 20:25:08.199913+00:00" . "2023-03-20 17:41:48.316891+00:00" . "Lock conda file for win-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book" . . "Lock conda file for win-64" . "2022-02-20 20:25:08.199913+00:00" . . . . "https://github.com/eds-book-gallery/15d986da-2d7c-44fb-af71-700494485def/blob/main/.lock/requirements.txt" . . "2022-02-20 20:25:14.602205+00:00" . "2023-03-20 17:41:49.401064+00:00" . "Pip requirements file containing libraries to install after conda lock" . "text/plain" . . "Pip requirements for lock conda environments" . "2022-02-20 20:25:14.602205+00:00" . . . . "https://raw.githubusercontent.com/eds-book-gallery/15d986da-2d7c-44fb-af71-700494485def/main/.binder/environment.yml" . . "2022-02-20 20:25:16.997263+00:00" . "2023-03-20 17:41:48.537962+00:00" . "Conda environment when user want to have the same libraries installed without concerns of package versions" . . "Conda environment" . "2022-02-20 20:25:16.997263+00:00" . . . . "https://raw.githubusercontent.com/eds-book-gallery/15d986da-2d7c-44fb-af71-700494485def/main/notebook.ipynb" . . "2022-02-20 20:23:44.124938+00:00" . "2023-03-20 17:41:47.478925+00:00" . "Jupyter Notebook hosted by the Environmental Data Science Book" . . "Jupyter notebook" . "2022-02-20 20:23:44.124938+00:00" . . . . . . "Computational notebooks community focused on Environmental Data Science" . "environmental.ds.book@gmail.com" . "Environmental Data Science Book Community" . "https://github.com/alan-turing-institute/environmental-ds-book/issues/new/choose" . . . "49d3f231-7581-4515-9b5c-81dbad4a1ec3" . "POLYGON ((-80.64222780056298 37.329513160097015, -80.64222780056298 37.40231743967916, -80.54943596245721 37.40231743967916, -80.54943596245721 37.329513160097015, -80.64222780056298 37.329513160097015))" . . "POLYGON ((-80.64222780056298 37.329513160097015, -80.64222780056298 37.40231743967916, -80.54943596245721 37.40231743967916, -80.54943596245721 37.329513160097015, -80.64222780056298 37.329513160097015))" . "-80.64222780056298 37.329513160097015, -80.64222780056298 37.40231743967916, -80.54943596245721 37.40231743967916, -80.54943596245721 37.329513160097015, -80.64222780056298 37.329513160097015" . . "https://doi.org/10.24424/td9g-0533" . "False" . . "2023-03-20 17:41:53.164112+00:00" . . . . . . "1876835"^^ . "https://api.rohub.org/api/ros/e4e9917f-06c2-4fe4-bda3-f0f998267384/crate/download/" . . . . "2022-02-20 20:23:12.981049+00:00" . "2024-03-05 12:24:44.234615+00:00" . "2022-02-20 20:23:12.981049+00:00" . "The research object refers to the Tree crown detection using DeepForest notebook published in the Environmental Data Science book." . "application/ld+json" . . . . . "https://w3id.org/ro-id/e4e9917f-06c2-4fe4-bda3-f0f998267384" . "Environmental Science" . . "Jupyter Notebook" . "Tree crown detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book - snapshot" . "Tree crown detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Alejandro Coca-Castro, and Matt Allen. \"Tree crown detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book.\" ROHub. Feb 20 ,2022. https://doi.org/10.24424/td9g-0533." . "POLYGON ((-80.64222780056298 37.329513160097015, -80.64222780056298 37.40231743967916, -80.54943596245721 37.40231743967916, -80.54943596245721 37.329513160097015, -80.64222780056298 37.329513160097015))" . . . . "input" . . . . . . "biblio" . . . . . . . . . "tool" . . . . . "output" . . . . "1859572"^^ . "https://api.rohub.org/api/resources/a898dd74-c810-4a25-821a-c36e202088f8/download/" . . "2022-02-20 20:23:34.300354+00:00" . "2023-03-20 17:41:45.015592+00:00" . "image/png" . . "Image showing interactive plot of bounding boxes and predictions using the deepforest model" . "2022-02-20 20:23:34.300354+00:00" . . . . . . . "Language" . . "Arts, culture and entertainment/Culture/Language" . "Literature" . . "Arts, culture and entertainment/Arts and entertainment/Literature" . "The research object refers to the Tree crown detection using DeepForest notebook published in the Environmental Data Science book." . . "57.55755755755755" . "57.5" . "detection" . . "19.321533923303836" . "13.1" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "botany" . . "45.23809523809525" . "3.8" . "object" . . "15.28976572133169" . "12.4" . "Environmental Data Science book" . . "12.639029322548028" . "12.5" . "Plant" . . "Human interest/Plant" . "Tree crown detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book." . . "42.44244244244244" . "42.4" . "DeepForest" . . "16.52281134401973" . "13.4" . "notebook" . . "11.097410604192357" . "9.0" . "trees" . . "13.569321533923302" . "9.2" . "DeepForest notebook" . . "28.51365015166835" . "28.2" . "notebook" . . "12.241887905604722" . "8.3" . "geology" . . "100.0" . "0.6031922698020935" . "geosciences" . . "100.0" . "0.4925541579723358" . "tree" . . "11.960542540073982" . "9.7" . "crown detection" . . "1.6177957532861476" . "1.6" . "detection" . . "17.016029593094945" . "13.8" . "earth sciences" . . "100.0" . "0.6031922698020935" . "capitulum" . . "8.112094395280236" . "5.5" . "tree crown detection" . . "26.289180990899897" . "26.0" . "Environmental Data Science" . . "15.536374845869299" . "12.6" . "research object" . . "30.940343781597573" . "30.6" . "research" . . "12.577065351418002" . "10.2" . "research" . . "14.011799410029498" . "9.5" . "aim" . . "17.404129793510325" . "11.8" . "book" . . "15.339233038348084" . "10.4" . "geophysics" . . "100.0" . "0.4925541579723358" . "publishing" . . "54.761904761904766" . "4.6" . "environmental.ds.book@gmail.com" . "Environmental Data Science Book Community" . . . "The Alan Turing Institute" . "Alejandro Coca-Castro" . . "Department of Geography, University of Cambridge" . "Matt Allen" . . "service-account-enrichment" . . . "2026-03-03T15:17:19.374+01:00"^^ . . . . "Tree crown detection using DeepForest (Jupyter Notebook) published in the Environmental Data Science book" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "oBb7l2rba9Jt+7mKk6G0cBxRmR27FgnxCU9Q0aijSSwaGXWKYUMELDLt6br5i85Z8xxlsLrfJDwND4K4EQlWn0Qnib2BLutRnSzvTjx44ol3g/lpkuY7h3nf/oYPbUc9AdQQcPDlnGrc4NmNSIHQUvp+Olbo76k/R7MCoXatEQYtUInT2zCZNptkwcBHejcitS5yocwK9jtIiepBBfS+ubnEfpIJsbc1D5JfGfwqYEOhHmE1LN71RDV6SM+Gs0KotOjrnuqGpGNPAA1D3SZnE6JCOe40Qgi765t1QTcy2LkaO3RSSX3JsG6W7sUrL5wClsJ08r+6YDrQYqjvNaMwOg==" . . .