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  PhenoCam Dataset v3.0: Vegetation Phenology from Digital Camera Imagery, 2000-2023

Zimmerman, O., Young, A. M., Milliman, T., Hufkens, K., Ballou, K., Coffey, C., Begay, K., Fell, M., Javadian, M., Post, A. K., Schadel, C., Vladich, Z., Browning, D. M., Florian, C. R., Friedl, M. A., Moon, M., SanClements, M. D., Seyednasrollah, B., Richardson, A. D., Abraha, M., Alber, M., Allen, D. W., Apple, M., Arain, M. A., Axel, A. C., Badiou, P. H. J., Bahn, M., Baker, J., Baldocchi, D., Bayliss, S. L. J., Behrens, N., Beier, C. M., Bernacchi, C. J., Berveiller, D., Bhattacharjee, J., Biraud, S. C., Blais, J. J., Blanken, P., Bonfim, M., Bosch, D. D., Boughton, R., Boughton, E. H., Brown, R. F., Brunsell, N., Burns, S. P., Carbone, M. S., Carlson, B. R., Carrara, A., Cavagna, M., Chan, W. S., Chen, J., Christen, A., Chrysoulakis, N., Chu, H., Clark, P. E., Conrad, B. J., Cortese, M. R., Crandall, R. M., Cremonese, E., Crepaz, H., Davis, F. W., Debinski, D., Desai, A. R., Detto, M., Diaz-Delgado, R., Duchesne, L., Dunn, A., Easterday, K. J., Eissenstat, D. M., El-madany, T., Ellum, D. S. S., Ernest, S. K. M., Esposito, A., Euskirchen, E. S., Fenstermaker, L., Filchev, L. F. s. b. o., Fill, J. M., Flanagan, L. B., Forsythe, B., Frank, J. M., Freestone, A. L., Gallagher, J., García, M., Garcia-Diaz, D., Gharun, M., Gianelle, D., Gonet, J. M., Goslee, S. C., Griffis, T., Groffman, P., Gu, L., Guillemot, J., Halm, I. M., Halpin, M., Hammerle, A., Hanson, P. J., Hanson, C. V., Harlow, Z., Hart, K. M., Hatch, C. E., Heinrich, P. L., Hemming, D., Heskel, M., Hill, A. C., Hove, A. A., Hubner, T., Hui, D., Humphreys, E. R., Inkenbrandt, P. C., Jaimes-Hernandez, A., Jensen, R., Johnson, J., Johnson, B. G., Joseph, L. S. K., Keel, E., Kelly, V. R., King, K. W., Kirchner, J. W., Kirchner, P. B., Kline, M. A., Knox, S. H., Krassovski, M., Ladig, K. L., Laerke, P. E., Langvall, O., Lanthier, G., Lany, N. K., López Jiménez, R., Maire, G. l., Liu, H., Luo, Y., Manco, A., Marrs, J., Martin, T. A., Mauritz, M., McCarty, G., McNeil, B., Meier, F., Mensinger, M., Meyer, G., Migliavacca, M., Miura, T., Mohanty, B. P., Moore, C. E., Mudd, R., Munger, J. W., Murrell, Z. E., Nesic, Z., Neufeld, H. S., Norris, J., O'Connell, J., O'Halloran, T. L., Oechel, W., Oishi, A. C., Oryan, B., Oswald, W. W., Peltier, D. M. P., Perez-Quezada, J., Perkins, T. D., Phillips, C., Pizarro, M., Poursanidis, D., Pullens, J. W. M., Ramanamandimby, P., Rao, M. P., Ray, R. L., Reba, M. L., Redmond, C., Reinmann, A., Roberts, D. A., Robertson, G. P., Rodriguez-Caton, M., Rumora, K., Rundquist, B. C., Runkle, B. R. K., Sachs, T., Sadler, E. J., Saha, A., Saliendra, N. Z., Sankey, T. S., Scheifinger, H., Schmalbeck, L., Schuppenhauer, M. R., Schwartz, M. D., Scott, R. L., Sebestyen, S. D., Smale, D., Smith, E. M., Smith, J., Sonnentag, O., Stoy, P., Strachan, S., Suvocarev, K., Szutu, D., Tekinay, F., Thom, J. E., Thomas, R. Q., Trauernicht, C., Trejo, D., Tsirantonakis, D., Valero, A., Van den berg, A. K., Van der molen, M. K., Vargas, R., Vellend, M., Verfaillie, J., Vogel, C. S., Vrieling, A., Walker, J. J., Ward, J. R., Watts, D. A., Webb, N., Wetzel, P., Weyers, S., Whipple, A. V., Whippo, C. W., White, W. A., Whitham, T. G., Wille, C., Wingler, A., Wohlfahrt, G., Wolf, S., Wood, J. D., Woodley, A. L., Yang, J., Yang, X., Yenni, G., Zambrano-olimpo, A. J., Zandonai, A., Zhang, Y., Zona, D. (2025): PhenoCam Dataset v3.0: Vegetation Phenology from Digital Camera Imagery, 2000-2023.
https://doi.org/10.3334/ORNLDAAC/2389

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Item Permalink: https://gfzpublic.gfz.de/pubman/item/item_5037652 Version Permalink: https://gfzpublic.gfz.de/pubman/item/item_5037652_1
Genre: Data Publication

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 Creators:
Zimmerman, O.1, Author
Young, A. M.1, Author
Milliman, T.1, Author
Hufkens, K.1, Author
Ballou, K.1, Author
Coffey, C.1, Author
Begay, K.1, Author
Fell, M.1, Author
Javadian, M.1, Author
Post, A. K.1, Author
Schadel, C.1, Author
Vladich, Z.1, Author
Browning, D. M.1, Author
Florian, C. R.1, Author
Friedl, M. A.1, Author
Moon, M.1, Author
SanClements, M. D.1, Author
Seyednasrollah, B.1, Author
Richardson, A. D.1, Author
Abraha, M.1, Author
Alber, M.1, AuthorAllen, D. W.1, AuthorApple, M.1, AuthorArain, M. A.1, AuthorAxel, A. C.1, AuthorBadiou, P. H. J.1, AuthorBahn, M.1, AuthorBaker, J.1, AuthorBaldocchi, D.1, AuthorBayliss, S. L. J.1, AuthorBehrens, N.1, AuthorBeier, C. M.1, AuthorBernacchi, C. J.1, AuthorBerveiller, D.1, AuthorBhattacharjee, J.1, AuthorBiraud, S. C.1, AuthorBlais, J. J.1, AuthorBlanken, P.1, AuthorBonfim, M.1, AuthorBosch, D. D.1, AuthorBoughton, R.1, AuthorBoughton, E. H.1, AuthorBrown, R. F.1, AuthorBrunsell, N.1, AuthorBurns, S. P.1, AuthorCarbone, M. S.1, AuthorCarlson, B. R.1, AuthorCarrara, A.1, AuthorCavagna, M.1, AuthorChan, W. S.1, AuthorChen, J.1, AuthorChristen, A.1, AuthorChrysoulakis, N.1, AuthorChu, H.1, AuthorClark, P. E.1, AuthorConrad, B. J.1, AuthorCortese, M. R.1, AuthorCrandall, R. M.1, AuthorCremonese, E.1, AuthorCrepaz, H.1, AuthorDavis, F. W.1, AuthorDebinski, D.1, AuthorDesai, A. R.1, AuthorDetto, M.1, AuthorDiaz-Delgado, R.1, AuthorDuchesne, L.1, AuthorDunn, A.1, AuthorEasterday, K. J.1, AuthorEissenstat, D. M.1, AuthorEl-madany, T.1, AuthorEllum, D. S. S.1, AuthorErnest, S. K. M.1, AuthorEsposito, A.1, AuthorEuskirchen, E. S.1, AuthorFenstermaker, L.1, AuthorFilchev, L. F. search by orcid1, AuthorFill, J. M.1, AuthorFlanagan, L. B.1, AuthorForsythe, B.1, AuthorFrank, J. M.1, AuthorFreestone, A. L.1, AuthorGallagher, J.1, AuthorGarcía, M.1, AuthorGarcia-Diaz, D.1, AuthorGharun, M.1, AuthorGianelle, D.1, AuthorGonet, J. M.1, AuthorGoslee, S. C.1, AuthorGriffis, T.1, AuthorGroffman, P.1, AuthorGu, L.1, AuthorGuillemot, J.1, AuthorHalm, I. M.1, AuthorHalpin, M.1, AuthorHammerle, A.1, AuthorHanson, P. J.1, AuthorHanson, C. V.1, AuthorHarlow, Z.1, AuthorHart, K. M.1, AuthorHatch, C. E.1, AuthorHeinrich, P. L.1, AuthorHemming, D.1, AuthorHeskel, M.1, AuthorHill, A. C.1, AuthorHove, A. A.1, AuthorHubner, T.1, AuthorHui, D.1, AuthorHumphreys, E. R.1, AuthorInkenbrandt, P. C.1, AuthorJaimes-Hernandez, A.1, AuthorJensen, R.1, AuthorJohnson, J.1, AuthorJohnson, B. G.1, AuthorJoseph, L. S. K.1, AuthorKeel, E.1, AuthorKelly, V. R.1, AuthorKing, K. W.1, AuthorKirchner, J. W.1, AuthorKirchner, P. B.1, AuthorKline, M. A.1, AuthorKnox, S. H.1, AuthorKrassovski, M.1, AuthorLadig, K. L.1, AuthorLaerke, P. E.1, AuthorLangvall, O.1, AuthorLanthier, G.1, AuthorLany, N. K.1, AuthorLópez Jiménez, R.1, AuthorMaire, G. l.1, AuthorLiu, H.1, AuthorLuo, Y.1, AuthorManco, A.1, AuthorMarrs, J. 1, AuthorMartin, T. A.1, AuthorMauritz, M.1, AuthorMcCarty, G.1, AuthorMcNeil, B.1, AuthorMeier, F.1, AuthorMensinger, M.1, AuthorMeyer, G.1, AuthorMigliavacca, M.1, AuthorMiura, T.1, AuthorMohanty, B. P.1, AuthorMoore, C. E.1, AuthorMudd, R.1, AuthorMunger, J. W., AuthorMurrell, Z. E.1, AuthorNesic, Z.1, AuthorNeufeld, H. S.1, AuthorNorris, J.1, AuthorO'Connell, J.1, AuthorO'Halloran, T. L.1, AuthorOechel, W.1, AuthorOishi, A. C.1, AuthorOryan, B.1, AuthorOswald, W. W.1, AuthorPeltier, D. M. P.1, AuthorPerez-Quezada, J.1, AuthorPerkins, T. D.1, AuthorPhillips, C.1, AuthorPizarro, M.1, AuthorPoursanidis, D.1, AuthorPullens, J. W. M.1, AuthorRamanamandimby, P.1, AuthorRao, M. P.1, AuthorRay, R. L.1, AuthorReba, M. L.1, AuthorRedmond, C.1, AuthorReinmann, A.1, AuthorRoberts, D. A.1, AuthorRobertson, G. P.1, AuthorRodriguez-Caton, M.1, AuthorRumora, K.1, AuthorRundquist, B. C.1, AuthorRunkle, B. R. K.1, AuthorSachs, T.2, Author           Sadler, E. J.1, AuthorSaha, A.1, AuthorSaliendra, N. Z.1, AuthorSankey, T. S.1, AuthorScheifinger, H.1, AuthorSchmalbeck, L.1, AuthorSchuppenhauer, M. R.1, AuthorSchwartz, M. D.1, AuthorScott, R. L.1, AuthorSebestyen, S. D.1, AuthorSmale, D.1, AuthorSmith, E. M.1, AuthorSmith, J.1, AuthorSonnentag, O.1, AuthorStoy, P.1, AuthorStrachan, S.1, AuthorSuvocarev, K.1, AuthorSzutu, D.1, AuthorTekinay, F.1, AuthorThom, J. E.1, AuthorThomas, R. Q.1, AuthorTrauernicht, C.1, AuthorTrejo, D.1, AuthorTsirantonakis, D.1, AuthorValero, A.1, AuthorVan den berg, A. K.1, AuthorVan der molen, M. K.1, AuthorVargas, R.1, AuthorVellend, M.1, AuthorVerfaillie, J.1, AuthorVogel, C. S.1, AuthorVrieling, A.1, AuthorWalker, J. J.1, AuthorWard, J. R.1, AuthorWatts, D. A.1, AuthorWebb, N.1, AuthorWetzel, P.1, AuthorWeyers, S.1, AuthorWhipple, A. V.1, AuthorWhippo, C. W.1, AuthorWhite, W. A.1, AuthorWhitham, T. G.1, AuthorWille, C.2, Author           Wingler, A.1, AuthorWohlfahrt, G.1, AuthorWolf, S.1, AuthorWood, J. D.1, AuthorWoodley, A. L.1, AuthorYang, J.1, AuthorYang, X.1, AuthorYenni, G.1, AuthorZambrano-olimpo, A. J.1, AuthorZandonai, A.1, AuthorZhang, Y.1, AuthorZona, D.1, Author more..
Affiliations:
1External Organizations, ou_persistent22              
21.4 Remote Sensing, 1.0 Geodesy, Departments, GFZ Publication Database, GFZ Helmholtz Centre for Geosciences, ou_146028              

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Free keywords: Biosphere:Vegetation:Plant Phenology; Field Surveys:Cameras; phenology; digital photograph; phenocam; greenness; NDVI
 Abstract: This dataset provides vegetation phenological observations for 738 sites across diverse ecosystems of the world (mostly North America) from 2000 to 2023. The phenology data were derived from conventional visible-wavelength automated digital camera imagery collected through the PhenoCam Network at each site. From each acquired image, RGB (red, green, blue) color channel information was extracted and summary statistics were calculated for a region-of-interest (ROI) that delineates an area of specific vegetation type. From the high-frequency (typically, 30 minute) imagery collected over several years, time series characterizing vegetation color, including canopy greenness, plus greenness rising and greenness falling transition dates, were summarized over 1- and 3-day intervals. These data products, consisting of 4805.5 site-years of observations, can be used for phenological modeling, to evaluate satellite remote sensing data products, to understand relationships between canopy phenology and ecosystem processes, to study the seasonal changes in leaf-level physiology that are associated with changes in leaf color, for benchmarking earth system models, and for studies of climate change impacts on terrestrial ecosystems. The data are provided in comma separated values (CSV), TIFF image, text, JSON, and GeoJSON formats.

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Language(s): eng - English
 Dates: 20252025
 Publication Status: Finally published
 Pages: -
 Publishing info: Earthdata
 Table of Contents: -
 Rev. Type: -
 Identifiers: DOI: 10.3334/ORNLDAAC/2389
GFZPOF: p4 T5 Future Landscapes
GFZPOFCCA: p4 CTA TERENO
 Degree: -

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