deadtrees.earth - An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics

dc.contributor.authorMosig, Clemens
dc.contributor.authorVajna-Jehle, Janusch
dc.contributor.authorMahecha, Miguel D.
dc.contributor.authorCheng, Yan
dc.contributor.authorHartmann, Henrik
dc.contributor.authorMontero, David
dc.contributor.authorJunttila, Samuli
dc.contributor.authorHorion, Stéphanie
dc.contributor.authorSchwenke, Mirela Beloiu
dc.contributor.authorKoontz, Michael J
dc.contributor.authorAbdul Maulud
dc.contributor.authorAdu-Bredu, Stephen
dc.contributor.authorAl-Halbouni, Djamil
dc.contributor.authorAli, Muhammad
dc.contributor.authorAllen, Matthew
dc.contributor.authorAltman, Jan
dc.contributor.authorAlves de Oliveira, Raquel
dc.contributor.authorAmorós, Lot
dc.contributor.authorAngiolini, Claudia
dc.contributor.authorAstrup, Rasmus
dc.contributor.authorAwada, Hassan
dc.contributor.authorBarrasso, Caterina
dc.contributor.authorBartholomeus, Harm
dc.contributor.authorBeck, Pieter S. A.
dc.contributor.authorBozzini, Aurora
dc.contributor.authorBraun-Wimmer, Joshua
dc.contributor.authorBrede, Benjamin
dc.contributor.authorBreunig, Fabio Marcelo
dc.contributor.authorBrugnaro, Stefano
dc.contributor.authorBuras, Allan
dc.contributor.authorBurchard-Levine, Vicente
dc.contributor.authorCamarero, Jesús Julio
dc.contributor.authorCandotti, Anna
dc.contributor.authorCapuder, Luka
dc.contributor.authorCarrieri, Erik
dc.contributor.authorCasapia Ximena, Tagle
dc.contributor.authorCentritto, Mauro
dc.contributor.authorChirici, Gherardo
dc.contributor.authorCloutier, Myriam
dc.contributor.authorConciani, Dhemerson
dc.contributor.authorCushman, KC
dc.contributor.authorDalling, James W.
dc.contributor.authorDao, Phuong D.
dc.contributor.authorDempewolf, Jan
dc.contributor.authorDenter, Martin
dc.contributor.authorDíaz-Delgado, Ricardo
dc.contributor.authorDogotari, Marcel
dc.contributor.authorDurmuş, Gökhan
dc.contributor.authorEcke, Simon
dc.contributor.authorEichel, Jana
dc.contributor.authorEltner, Anette
dc.contributor.authorFabbri, André
dc.contributor.authorFabi, Maximilian
dc.contributor.authorFanfarillo, Emanuele
dc.contributor.authorFassnacht, Fabian
dc.contributor.authorFeirreira, Matheus Pinheiro
dc.contributor.authorFiaschi, Tiberio
dc.contributor.authorFischer, Fabian Jörg
dc.contributor.authorForkel, Matthias
dc.contributor.authorFrey, Julian
dc.contributor.authorFrick, Annett
dc.contributor.authorFuentes, Jose
dc.contributor.authorGanz, Selina
dc.contributor.authorGarbarino, Matteo
dc.contributor.authorGarcía, Milton
dc.contributor.authorGassilloud, Matthias
dc.contributor.authorGazol, Antonio
dc.contributor.authorGea-Izquierdo, Guillermo
dc.contributor.authorGerberding, Kilian
dc.contributor.authorGhasemi, Marziye
dc.contributor.authorGiannetti, Francesca
dc.contributor.authorGillan, Jeffrey
dc.contributor.authorGonzalez, Roy
dc.contributor.authorGosper, Carl
dc.contributor.authorGreene, Terry
dc.contributor.authorGreinwald, Konrad
dc.contributor.authorGrieve, Stuart
dc.contributor.authorGroße-Stoltenberg, André
dc.contributor.authorGutierrez, Jesus Aguirre
dc.contributor.authorGöritz, Anna
dc.contributor.authorHajek, Peter
dc.contributor.authorHedding, David
dc.contributor.authorHempel, Jan
dc.contributor.authorHeremans, Stien
dc.contributor.authorHernández, Melvin
dc.contributor.authorHeurich, Marco
dc.contributor.authorHonkavaara, Eija
dc.contributor.authorHöfle, Bernhard
dc.contributor.authorJackisch, Robert
dc.contributor.authorJucker, Tommaso
dc.contributor.authorKalwij, Jesse M.
dc.contributor.authorKepfer-Rojas, Sebastian
dc.contributor.authorKhatri-Chhetri, Pratima
dc.contributor.authorKleinebecker, Till
dc.contributor.authorKlemmt, Hans-Joachim
dc.contributor.authorKlouček, Tomáš
dc.contributor.authorKoivumäki, Niko
dc.contributor.authorKolagani, Nagesh
dc.contributor.authorKomárek, Jan
dc.contributor.authorKorznikov, Kirill
dc.contributor.authorKraszewski, Bartłomiej
dc.contributor.authorKruse, Stefan
dc.contributor.authorKrüger, Robert
dc.contributor.authorKomárek , Jan
dc.contributor.authorKorznikov, Kirill
dc.contributor.authorKraszewski, Bartłomiej
dc.contributor.authorKruse, Stefan
dc.contributor.authorKrüger, Robert
dc.contributor.authorKuechly, Helga
dc.contributor.authorKwong, Ivan H.Y.
dc.contributor.authorLaliberté, Etienne
dc.contributor.authorLangan, Liam
dc.contributor.authorLatifi, Hooman
dc.contributor.authorLeal-Medina, Claudia
dc.contributor.authorLehmann, Jan R.K.
dc.contributor.authorLi , Linyuan
dc.contributor.authorLines, Emily
dc.contributor.authorLisiewicz, Maciej
dc.contributor.authorLopatin, Javier
dc.contributor.authorLucieer, Arko
dc.contributor.authorLudwig, Antonia
dc.contributor.authorLudwig, Marvin
dc.contributor.authorLyytikäinen-Saarenma, Päivi
dc.contributor.authorMa, Qin
dc.contributor.authorMansuy, Nicolas
dc.contributor.authorPeña, José Manuel
dc.contributor.authorMarino, Giovanni
dc.contributor.authorMaroschek, Michael
dc.contributor.authorMartín, M.Pilar
dc.contributor.authorMartín-Benito, Darío
dc.contributor.authorMatham, Pavan
dc.contributor.authorMazzoni, Sabrina
dc.contributor.authorMeloni, Fabio
dc.contributor.authorMenzel, Annette
dc.contributor.authorMeyer, Hanna
dc.contributor.authorMiraki, Mojdeh
dc.contributor.authorMoreno, Gerardo
dc.contributor.authorMoreno-Fernándezi Daniel
dc.contributor.authorMuller-Landau, Helene C.
dc.contributor.authorMälicke, Mirko
dc.contributor.authorMöhring, Jakobus
dc.contributor.authorMüllerova, Jana
dc.contributor.authorNaidu, Setti Sridhara
dc.contributor.authorNardi, Davide
dc.contributor.authorNeumeier, Paul
dc.contributor.authorNita, Mihai Daniel
dc.contributor.authorNäsi, Roope
dc.contributor.authorOppgenoorth, Lars
dc.contributor.authorOrunbaev, Sagynbek
dc.contributor.authorPalmer, Melanie
dc.contributor.authorPaul, Thomas
dc.contributor.authorPfenning, Mattis
dc.contributor.authorPotts, Alastair
dc.contributor.authorLaxmi Prasanna, Gudala
dc.contributor.authorProbe, Suzanne
dc.contributor.authorPuliti, Stefano
dc.contributor.authorPérez-Luque, Antonio J.
dc.contributor.authorPérez-Priego, Oscar
dc.contributor.authorReudenbach, Chris
dc.contributor.authorRevuelto, Jesús
dc.contributor.authorRivas-Torresi Gonzalo
dc.contributor.authorRoberge, Philippe
dc.contributor.authorRoggero, Pier Paolo
dc.contributor.authorRossi, Christian
dc.contributor.authorRuehr, Nadine Katrin
dc.contributor.authorRuiz-Benito, Paloma
dc.contributor.authorMestre Runge, Christian
dc.contributor.authorSatta, Gabriele Giuseppe Antonio
dc.contributor.authorScanu, Bruno
dc.contributor.authorScherer-Lorenzen, Michael
dc.contributor.authorSchiefer, Felix
dc.contributor.authorSchiller, Christopher
dc.contributor.authorSchladebach, Jacob
dc.contributor.authorSchmehl, Marie-Therese
dc.contributor.authorSchmid, Jonathan
dc.contributor.authorSchmidt, Tristan Alexander
dc.contributor.authorSchwarz, Selina
dc.contributor.authorSeidl, Rupert
dc.contributor.authorSeifert, Thomas
dc.contributor.authorBarba, Ana Seifert
dc.contributor.authorShafeian, Elham
dc.contributor.authorShapiro, Aurélie
dc.contributor.authorde Simone, Leopoldo
dc.contributor.authorSohrabi, Hormoz
dc.contributor.authorSoltan, Salim
dc.contributor.authorSotomayor, Laura
dc.contributor.authorSparrow, Ben
dc.contributor.authorSteer, Benjamin S.C.
dc.contributor.authorStenson, Matt
dc.contributor.authorStöckigt, Benjamin
dc.contributor.authorSu, Yanjun
dc.contributor.authorSuomalainen, Juha
dc.contributor.authorTamudo, Elisa
dc.contributor.authorBarbieri, Mauro J. Tognetti
dc.contributor.authorTomelleri, Enrico
dc.contributor.authorTorresani, Michele
dc.contributor.authorTrepekli, Katerina
dc.contributor.authorUllah, Saif
dc.contributor.authorUllah, Sami
dc.contributor.authorUmlauft, Josefine
dc.contributor.authorVargas-Ramírez, Nicolás
dc.contributor.authorVatandaslar, Can
dc.contributor.authorVisacki, Vladimir
dc.contributor.authorVolpi, Michele
dc.contributor.authorVásquez, Vicente
dc.contributor.authorWallis, Christine
dc.contributor.authorWeinstein, Ben
dc.contributor.authorWeiser, Hannah
dc.contributor.authorWich, Serge
dc.contributor.authorXimena,Tagle Casapia
dc.contributor.authorZarco-Tejada, Pablo J.
dc.contributor.authorZdunic, Katherine
dc.contributor.authorZielewska-Büttner, Katarzyna
dc.contributor.authorde Oliveira, Raquel Alves
dc.contributor.authorWagtendonk, Liz van
dc.contributor.authorvon Dosky, Vincent
dc.contributor.authorKattenborn, Teja
dc.date.accessioned2026-07-10T12:13:50Z
dc.date.available2026-07-10T12:13:50Z
dc.date.issued2025
dc.departmentAÇÜ, Orman Fakültesi, Orman Mühendisliği Bölümü
dc.description.abstractExcessive tree mortality is a global concern and remains poorly understood as it is a complex phenomenon. We lack global and temporally continuous coverage on tree mortality data. Ground-based observations on tree mortality, e.g., derived from national inventories, are very sparse, and may not be standardized or spatially explicit. Earth observation data, combined with supervised machine learning, offer a promising approach to map overstory tree mortality in a consistent manner over space and time. However, global-scale machine learning requires broad training data covering a wide range of environmental settings and forest types. Low altitude observation platforms (e.g., drones or airplanes) provide a cost-effective source of training data by capturing high-resolution orthophotos of overstory tree mortality events at centimeter-scale resolution. Here, we introduce deadtrees.earth, an open-access platform hosting more than two thousand centimeter-resolution orthophotos, covering more than 1,000,000 ha, of which more than 58,000 ha are manually annotated with live/dead tree classifications. This community-sourced and rigorously curated dataset can serve as a comprehensive reference dataset to uncover tree mortality patterns from local to global scales using spacebased Earth observation data and machine learning models. This will provide the basis to attribute tree mortality patterns to environmental changes or project tree mortality dynamics to the future. The open nature of deadtrees.earth, together with its curation of high-quality, spatially representative, and ecologically diverse data will continuously increase our capacity to uncover and understand tree mortality dynamics.
dc.identifier.doi10.1016/j.rse.2025.115027
dc.identifier.issn0034-4257
dc.identifier.issn1879-0704
dc.identifier.urihttps://hdl.handle.net/11494/6310
dc.identifier.volume332
dc.identifier.wosWOS:001644766100001
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.institutionauthorVatandaşlar, Can
dc.language.isoen
dc.publisherELSEVIER SCIENCE INC
dc.relation.ispartofREMOTE SENSING OF ENVIRONMENT
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectOrthophoto drone tree mortality
dc.subjectRemote sensing
dc.subjectDatabase Citizen science
dc.subjectForests open-access
dc.titledeadtrees.earth - An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics
dc.typeArticle

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