Ballou, K., Vladich, Z., Young, A. M., Milliman, T., Hufkens, K., Coffey, C., Begay, K., Fell, M., Javadian, M., Post, A. K., Schadel, C., Zimmerman, O., Browning, D. M., Florian, C. R., Friedl, M. A., Moon, M., SanClements, M. D., Seyednasrollah, B., Richardson, A. D., … Zona, D. (2025). PhenoCam Dataset v3.0: Digital Camera Imagery from the PhenoCam Network, 2000-2023 (Version 3). ORNL Distributed Active Archive Center. https://doi.org/10.3334/ORNLDAAC/2364 Date Accessed: 2026-08-14

@article{ballou_vladich_young_milliman_hufkens_coffey_begay_fell_javadian_post_et al._2025, title={PhenoCam Dataset v3.0: Digital Camera Imagery from the PhenoCam Network, 2000-2023}, url={https://www.earthdata.nasa.gov/data/catalog/ornl-cloud-phenocam-images-v3-2364-3}, DOI={10.3334/ORNLDAAC/2364}, abstractNote={This dataset provides a time series of visible-wavelength digital camera imagery collected through the PhenoCam Network at each of 738 sites across diverse ecosystems of the world (mostly North America) from 2000-2023. Vegetation types such as deciduous broadleaf forests, grasslands, evergreen needleleaf forests, and agriculture are the best-represented. The raw imagery was used to derive information on phenology, including time series of vegetation color, canopy greenness, and phenology transition dates for the PhenoCam Dataset v3.0. The images are provided in JPEG format organized in compressed tar.gz archives by site and date. Site locations and basic metadata are included in a GeoJSON file.}, publisher={ORNL Distributed Active Archive Center}, author={Ballou, K. and Vladich, Z. and Young, A.M. and Milliman, T. and Hufkens, K. and Coffey, C. and Begay, K. and Fell, M. and Javadian, M. and Post, A.K. and Schadel, C. and Zimmerman, O. and Browning, D.M. and Florian, C.R. and Friedl, M.A. and Moon, M. and SanClements, M.D. and Seyednasrollah, B. and Richardson, A.D. and Abraha, M. and Allen, D.W. and Apple, M. and Arain, M.A. and Axel, A.C. and Badiou, P.H.J. and Bahn, M. and Baker, J. and Baldocchi, D. and Bayliss, S.L.J. and Behrens, N. and Beier, C.M. and Bernacchi, C.J. and Berveiller, D. and Bhattacharjee, J. and Biraud, S.C. and Blais, J.J. and Blanken, P. and Bonfim, M. and Bosch, D.D. and Boughton, R. and Boughton, E.H. and Brown, R.F. and Brunsell, N. and Burns, S.P. and Carbone, M.S. and Carlson, B.R. and Carrara, A. and Cavagna, M. and Chan, W.S. and Chen, J. and Christen, A. and Chrysoulakis, N. and Chu, H. and Clark, P.E. and Conrad, B.J. and Cortese, M.R. and Crandall, R.M. and Cremonese, E. and Crepaz, H. and Davis, F.W. and Debinski, D. and Desai, A.R. and Detto, M. and Diaz-Delgado, R. and Duchesne, L. and Dunn, A.L. and Easterday, K.J. and Eissenstat, D.M. and El-Madany, T. and Ellum, D.S.S. and Ernest, S.K.M. and Esposito, A. and Euskirchen, E.S. and Fenstermaker, L. and Filchev, L.F. and Fill, J.M. and Flanagan, L.B. and Forsythe, B. and Frank, J.M. and Freestone, A.L. and Gallagher, J. and Garcia, M.B. and Garcia-Diaz, D. and Gharun, M. and Gianelle, D. and Gonet, J.M. and Goslee, S.C. and Griffis, T. and Groffman, P. and Gu, L. and Guillemot, J. and Halm, I.M. and Halpin, M. and Hammerle, A. and Hanson, C.V. and Hanson, P.J. and Harlow, Z. and Hart, K.M. and Hatch, C.E. and Heinrich, P.L. and Hemming, D. and Heskel, M. and Hill, A.C. and Hove, A.A. and Hubner, T. and Hui, D. and Humphreys, E.R. and Inkenbrandt, P.C. and Jaimes-Hernandez, A. and Jensen, R. and Johnson, B.G. and Johnson, J.M.F. and Joseph, L.S.K. and Keel, E. and Kelly, V.R. and King, K.W. and Kirchner, J.W. and Kirchner, P.B. and Kline, M.A. and Knox, S.H. and Krassovski, M. and Ladig, K.L. and Laerke, P.E. and Langvall, O. and Lany, N.K. and Lanthier, G. and le Maire, G. and Liu, H. and Luo, Y.P. and López Jiménez, R. and Manco, A. and Marrs, J. and Martin, T.A. and Mauritz, M. and McCarty, G. and McNeil, B. and Meier, F. and Mensinger, M. and Meyer, G.A. and Migliavacca, M. and Miura, T. and Mohanty, B.P. and Moore, C.E. and Mudd, R. and Munger, J.W. and Murrell, Z.E. and Nesic, Z. and Neufeld, H.S. and Norris, J. and O'Connell, J. and O'Halloran, T.L. and Oechel, W. and Oishi, A.C. and Oryan, B. and Oswald, W.W. and Peltier, D.M.P. and Perez-Quezada, J. and Perkins, T.D. and Phillips, C. and Pizarro, M. and Poursanidis, D. and Pullens, J.W.M. and Ramanamandimby, P. and Rao, M.P. and Ray, R.L. and Reba, M.L. and Redmond, C. and Reinmann, A. and Roberts, D.A. and Robertson, G.P. and Rodriguez-Caton, M. and Rumora, K. and Rundquist, B.C. and Runkle, B.R.K. and Sachs, T. and Sadler, E.J. and Saha, A. and Saliendra, N.Z. and Sankey, T.S. and Scheifinger, H. and Schmalbeck, L. and Schuppenhauer, M.R. and Schwartz, M.D. and Scott, R.L. and Sebestyen, S.D. and Smale, D. and Smith, E.M. and Smith, J. and Sonnentag, O. and Stoy, P. and Strachan, S. and Suvocarev, K. and Szutu, D. and Tekinay, F. and Thom, J.E. and Thomas, R.Q. and Trauernicht, C. and Trejo, D. and Tsirantonakis, D. and Valero, A. and Van den berg, A.K. and Van der molen, M.K. and Vargas, R. and Vellend, M. and Verfaillie, J. and Vogel, C.S. and Vrieling, A. and Walker, J.J. and Ward, J.R. and Watts, D.A. and Webb, N. and Wetzel, P. and Weyers, S. and Whipple, A.V. and Whippo, C.W. and White, W.A. and Whitham, T.G. and Wille, C. and Wingler, A. and Wohlfahrt, G. and Wolf, S. and Wood, J.D. and Woodley, A.L. and Yang, J. and Yang, X. and Yenni, G. and Zambrano-olimpo, A.J. and Zandonai, A. and Zhang, Y. and Zona, D.}, year={2025}, language={en}, }

Ballou, K., Vladich, Z., Young, A. M., Milliman, T., Hufkens, K., Coffey, C., Begay, K., Fell, M., Javadian, M., Post, A. K., Schadel, C., Zimmerman, O., Browning, D. M., Florian, C. R., Friedl, M. A., Moon, M., SanClements, M. D., Seyednasrollah, B., Richardson, A. D., … Zona, D. (2025). PhenoCam Dataset v3.0: Digital Camera Imagery from the PhenoCam Network, 2000-2023 (Version 3). ORNL Distributed Active Archive Center. https://doi.org/10.3334/ORNLDAAC/2364 Date Accessed: 2026-08-14

Ballou, K., et al. “PhenoCam Dataset v3.0: Digital Camera Imagery from the PhenoCam Network, 2000-2023.” With ORNL DAAC, Version 3, ORNL Distributed Active Archive Center, 1 Jan. 2025, https://doi.org/10.3334/ORNLDAAC/2364. Date Accessed: 2026-08-14