Updated 28 August 2025
Since its inception, the mission of the PhenoCam Network has been to serve as a repository for phenologically-relevant, digital, repeat (time-lapse) imagery, and to make that imagery, and derived data products, freely available to a wide array of third-party data end-users, including researchers, educators, and the general public. Thus, imagery and data from the PhenoCam archive are made publicly available, without restriction, following the CC BY 4.0 license. We encourage you to download imagery and datasets for use in your own research and teaching. In return, we ask that you acknowledge the source of the data and imagery, and understand and abide by the terms of the Creative Commons CC-BY-4.0 Attribution License.
Acknowledgments:
For any publications using PhenoCam imagery or data, including both provisional data and curated data releases, we ask that you:
Version 3.0. The PhenoCam Dataset version 3.0, and associated camera imagery, is made publicly available under a CC BY Attribution License.
Zimmerman, O., A. M. Young, T. Milliman, K. Hufkens, K. Ballou, C. Coffey, K. Begay, M. Fell, M. Javadian, A. K. Post, C. Schadel, Z. Vladich, D. M. Browning, C. R. Florian, M. A. Friedl, M. Moon, M. D. SanClements, B. Seyednasrollah, A. D. Richardson, M. Abraha, M. Alber, D. W. Allen, M. Apple, M. A. Arain, A. C. Axel, P. H. J. Badiou, M. Bahn, J. Baker, D. Baldocchi, S. L. J. Bayliss, N. Behrens, C. M. Beier, C. J. Bernacchi, D. Berveiller, J. Bhattacharjee, S. C. Biraud, J. J. Blais, P. Blanken, M. Bonfim, D. D. Bosch, R. Boughton, E. H. Boughton, R. F. Brown, N. Brunsell, S. P. Burns, M. S. Carbone, B. R. Carlson, A. Carrara, M. Cavagna, W. S. Chan, J. Chen, A. Christen, N. Chrysoulakis, H. Chu, P. E. Clark, B. J. Conrad, M. R. Cortese, R. M. Crandall, E. Cremonese, H. Crepaz, F. W. Davis, D. Debinski, A. R. Desai, M. Detto, R. Diaz-Delgado, L. Duchesne, A. Dunn, K. J. Easterday, D. M. Eissenstat, T. El-madany, D. S. S. Ellum, S. K. M. Ernest, A. Esposito, E. S. Euskirchen, L. Fenstermaker, L. F. Filchev, J. M. Fill, L. B. Flanagan, B. Forsythe, J. M. Frank, A. L. Freestone, J. Gallagher, M. García, D. Garcia-Diaz, M. Gharun, D. Gianelle, J. M. Gonet, S. C. Goslee, T. Griffis, P. Groffman, L. Gu, J. Guillemot, I. M. Halm, M. Halpin, A. Hammerle, P. J. Hanson, C. V. Hanson, Z. Harlow, K. M. Hart, C. E. Hatch, P. L. Heinrich, D. Hemming, M. Heskel, A. C. Hill, A. A. Hove, T. Hubner, D. Hui, E. R. Humphreys, P. C. Inkenbrandt, A. Jaimes-Hernandez, R. Jensen, J. Johnson, B. G. Johnson, L. S. K. Joseph, E. Keel, V. R. Kelly, K. W. King, J. W. Kirchner, P. B. Kirchner, M. A. Kline, S. H. Knox, M. Krassovski, K. L. Ladig, P. E. Laerke, O. Langvall, G. Lanthier, N. K. Lany, R. López Jiménez, G. l. Maire, H. Liu, Y. Luo, A. Manco, J. Marrs, T. A. Martin, M. Mauritz, G. McCarty, B. McNeil, F. Meier, M. Mensinger, G. Meyer, M. Migliavacca, T. Miura, B. P. Mohanty, C. E. Moore, R. Mudd, J. W. Munger, Z. E. Murrell, Z. Nesic, H. S. Neufeld, J. Norris, J. O’Connell, T. L. O’Halloran, W. Oechel, A. C. Oishi, B. Oryan, W. W. Oswald, D. M. P. Peltier, J. Perez-Quezada, T. D. Perkins, C. Phillips, M. Pizarro, D. Poursanidis, J. W. M. Pullens, P. Ramanamandimby, M. P. Rao, R. L. Ray, M. L. Reba, C. Redmond, A. Reinmann, D. A. Roberts, G. P. Robertson, M. Rodriguez-Caton, K. Rumora, B. C. Rundquist, B. R. K. Runkle, T. Sachs, E. J. Sadler, A. Saha, N. Z. Saliendra, T. S. Sankey, H. Scheifinger, L. Schmalbeck, M. R. Schuppenhauer, M. D. Schwartz, R. L. Scott, S. D. Sebestyen, D. Smale, E. M. Smith, J. Smith, O. Sonnentag, P. Stoy, S. Strachan, K. Suvocarev, D. Szutu, F. Tekinay, J. E. Thom, R. Q. Thomas, C. Trauernicht, D. Trejo, D. Tsirantonakis, A. Valero, A. K. Van den berg, M. K. Van der molen, R. Vargas, M. Vellend, J. Verfaillie, C. S. Vogel, A. Vrieling, J. J. Walker, J. R. Ward, D. A. Watts, N. Webb, P. Wetzel, S. Weyers, A. V. Whipple, C. W. Whippo, W. A. White, T. G. Whitham, C. Wille, A. Wingler, G. Wohlfahrt, S. Wolf, J. D. Wood, A. L. Woodley, J. Yang, X. Yang, G. Yenni, A. J. Zambrano-olimpo, A. Zandonai, Y. Zhang, and D. Zona. 2025. PhenoCam Dataset v3.0: Vegetation Phenology from Digital Camera Imagery, 2000-2023. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2389. Download citation from Datacite: RIS BibTex
Ballou, K., Z. Vladich, A. M. Young, T. Milliman, K. Hufkens, C. Coffey, K. Begay, M. Fell, M. Javadian, A. K. Post, C. Schadel, O. Zimmerman, D. M. Browning, C. R. Florian, M. A. Friedl, M. Moon, M. D. SanClements, B. Seyednasrollah, A. D. Richardson, M. Abraha, D. W. Allen, M. Apple, M. A. Arain, A. C. Axel, P. H. J. Badiou, M. Bahn, J. Baker, D. Baldocchi, S. L. J. Bayliss, N. Behrens, C. M. Beier, C. J. Bernacchi, D. Berveiller, J. Bhattacharjee, S. C. Biraud, J. J. Blais, P. Blanken, M. Bonfim, D. D. Bosch, R. Boughton, E. H. Boughton, R. F. Brown, N. Brunsell, S. P. Burns, M. S. Carbone, B. R. Carlson, A. Carrara, M. Cavagna, W. S. Chan, J. Chen, A. Christen, N. Chrysoulakis, H. Chu, P. E. Clark, B. J. Conrad, M. R. Cortese, R. M. Crandall, E. Cremonese, H. Crepaz, F. W. Davis, D. Debinski, A. R. Desai, M. Detto, R. Diaz-Delgado, L. Duchesne, A. L. Dunn, K. J. Easterday, D. M. Eissenstat, T. El-Madany, D. S. S. Ellum, S. K. M. Ernest, A. Esposito, E. S. Euskirchen, L. Fenstermaker, L. F. Filchev, J. M. Fill, L. B. Flanagan, B. Forsythe, J. M. Frank, A. L. Freestone, J. Gallagher, M. B. Garcia, D. Garcia-Diaz, M. Gharun, D. Gianelle, J. M. Gonet, S. C. Goslee, T. Griffis, P. Groffman, L. Gu, J. Guillemot, I. M. Halm, M. Halpin, A. Hammerle, C. V. Hanson, P. J. Hanson, Z. Harlow, K. M. Hart, C. E. Hatch, P. L. Heinrich, D. Hemming, M. Heskel, A. C. Hill, A. A. Hove, T. Hubner, D. Hui, E. R. Humphreys, P. C. Inkenbrandt, A. Jaimes-Hernandez, R. Jensen, B. G. Johnson, J. M. F. Johnson, L. S. K. Joseph, E. Keel, V. R. Kelly, K. W. King, J. W. Kirchner, P. B. Kirchner, M. A. Kline, S. H. Knox, M. Krassovski, K. L. Ladig, P. E. Laerke, O. Langvall, N. K. Lany, G. Lanthier, G. le Maire, H. Liu, Y. P. Luo, R. López Jiménez, A. Manco, J. Marrs, T. A. Martin, M. Mauritz, G. McCarty, B. McNeil, F. Meier, M. Mensinger, G. A. Meyer, M. Migliavacca, T. Miura, B. P. Mohanty, C. E. Moore, R. Mudd, J. W. Munger, Z. E. Murrell, Z. Nesic, H. S. Neufeld, J. Norris, J. O’Connell, T. L. O’Halloran, W. Oechel, A. C. Oishi, B. Oryan, W. W. Oswald, D. M. P. Peltier, J. Perez-Quezada, T. D. Perkins, C. Phillips, M. Pizarro, D. Poursanidis, J. W. M. Pullens, P. Ramanamandimby, M. P. Rao, R. L. Ray, M. L. Reba, C. Redmond, A. Reinmann, D. A. Roberts, G. P. Robertson, M. Rodriguez-Caton, K. Rumora, B. C. Rundquist, B. R. K. Runkle, T. Sachs, E. J. Sadler, A. Saha, N. Z. Saliendra, T. S. Sankey, H. Scheifinger, L. Schmalbeck, M. R. Schuppenhauer, M. D. Schwartz, R. L. Scott, S. D. Sebestyen, D. Smale, E. M. Smith, J. Smith, O. Sonnentag, P. Stoy, S. Strachan, K. Suvocarev, D. Szutu, F. Tekinay, J. E. Thom, R. Q. Thomas, C. Trauernicht, D. Trejo, D. Tsirantonakis, A. Valero, A. K. Van den berg, M. K. Van der molen, R. Vargas, M. Vellend, J. Verfaillie, C. S. Vogel, A. Vrieling, J. J. Walker, J. R. Ward, D. A. Watts, N. Webb, P. Wetzel, S. Weyers, A. V. Whipple, C. W. Whippo, W. A. White, T. G. Whitham, C. Wille, A. Wingler, G. Wohlfahrt, S. Wolf, J. D. Wood, A. L. Woodley, J. Yang, X. Yang, G. Yenni, A. J. Zambrano-olimpo, A. Zandonai, Y. Zhang, and D. Zona. 2025. PhenoCam Dataset v3.0: Digital Camera Imagery from the PhenoCam Network, 2000-2023. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2364. Download citation from Datacite: RIS BibTex
Version 2.0. The PhenoCam Dataset version 2.0, and associated camera imagery, is made publicly available under a CC BY Attribution License.
Seyednasrollah, B., A.M. Young, K. Hufkens, T. Milliman, M.A. Friedl, S. Frolking, A.D. Richardson, M. Abraha, D.W. Allen, M. Apple, M.A. Arain, J. Baker, J.M. Baker, D. Baldocchi, C.J. Bernacchi, J. Bhattacharjee, P. Blanken, D.D. Bosch, R. Boughton, E.H. Boughton, R.F. Brown, D.M. Browning, N. Brunsell, S.P. Burns, M. Cavagna, H. Chu, P.E. Clark, B.J. Conrad, E. Cremonese, D. Debinski, A.R. Desai, R. Diaz- Delgado, L. Duchesne, A.L. Dunn, D.M. Eissenstat, T. El-Madany, D.S.S. Ellum, S.M. Ernest, A. Esposito, L. Fenstermaker, L.B. Flanagan, B. Forsythe, J. Gallagher, D. Gianelle, T. Griffis, P. Groffman, L. Gu, J. Guillemot, M. Halpin, P.J. Hanson, D. Hemming, A.A. Hove, E.R. Humphreys, A. Jaimes-Hernandez, A.A. Jaradat, J. Johnson, E. Keel, V.R. Kelly, J.W. Kirchner, P.B. Kirchner, M. Knapp, M. Krassovski, O. Langvall, G. Lanthier, G.l. Maire, E. Magliulo, T.A. Martin, B. McNeil, G.A. Meyer, M. Migliavacca, B.P. Mohanty, C.E. Moore, R. Mudd, J.W. Munger, Z.E. Murrell, Z. Nesic, H.S. Neufeld, T.L. O'Halloran, W. Oechel, A.C. Oishi, W.W. Oswald, T.D. Perkins, M.L. Reba, B. Rundquist, B.R. Runkle, E.S. Russell, E.J. Sadler, A. Saha, N.Z. Saliendra, L. Schmalbeck, M.D. Schwartz, R.L. Scott, E.M. Smith, O. Sonnentag, P. Stoy, S. Strachan, K. Suvocarev, J.E. Thom, R.Q. Thomas, A.K. Van den berg, R. Vargas, J. Verfaillie, C.S. Vogel, J.J. Walker, N. Webb, P. Wetzel, S. Weyers, A.V. Whipple, T.G. Whitham, G. Wohlfahrt, J.D. Wood, S. Wolf, J. Yang, X. Yang, G. Yenni, Y. Zhang, Q. Zhang, and D. Zona. 2019. PhenoCam Dataset v2.0: Vegetation Phenology from Digital Camera Imagery, 2000-2018. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1674. Download citation from Datacite: RIS BibTex
Milliman, T., B. Seyednasrollah, A.M. Young, K. Hufkens, M.A. Friedl, S. Frolking, A.D. Richardson, M. Abraha, D.W. Allen, M. Apple, M.A. Arain, J.M. Baker, D. Baldocchi, C.J. Bernacchi, J. Bhattacharjee, P. Blanken, D.D. Bosch, R. Boughton, E.H. Boughton, R.F. Brown, D.M. Browning, N. Brunsell, S.P. Burns, M. Cavagna, H. Chu, P.E. Clark, B.J. Conrad, E. Cremonese, D. Debinski, A.R. Desai, R. Diaz-Delgado, L. Duchesne, A.L. Dunn, D.M. Eissenstat, T. El-Madany, D.S.S. Ellum, S.M. Ernest, A. Esposito, L. Fenstermaker, L.B. Flanagan, B. Forsythe, J. Gallagher, D. Gianelle, T. Griffis, P. Groffman, L. Gu, J. Guillemot, M. Halpin, P.J. Hanson, D. Hemming, A.A. Hove, E.R. Humphreys, A. Jaimes-Hernandez, A.A. Jaradat, J. Johnson, E. Keel, V.R. Kelly, J.W. Kirchner, P.B. Kirchner, M. Knapp, M. Krassovski, O. Langvall, G. Lanthier, G.l. Maire, E. Magliulo, T.A. Martin, B. McNeil, G.A. Meyer, M. Migliavacca, B.P. Mohanty, C.E. Moore, R. Mudd, J.W. Munger, Z.E. Murrell, Z. Nesic, H.S. Neufeld, W. Oechel, A.C. Oishi, W.W. Oswald, T.D. Perkins, M.L. Reba, B. Rundquist, B.R. Runkle, E.S. Russell, E.J. Sadler, A. Saha, N.Z. Saliendra, L. Schmalbeck, M.D. Schwartz, R.L. Scott, E.M. Smith, O. Sonnentag, P. Stoy, S. Strachan, K. Suvocarev, J.E. Thom, R.Q. Thomas, A.K. Van den berg, R. Vargas, J. Verfaillie, C.S. Vogel, J.J. Walker, N. Webb, P. Wetzel, S. Weyers, A.V. Whipple, T.G. Whitham, G. Wohlfahrt, J.D. Wood, J. Yang, X. Yang, G. Yenni, Y. Zhang, Q. Zhang, and D. Zona. 2019. PhenoCam Dataset v2.0: Digital Camera Imagery from the PhenoCam Network, 2000-2018. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1689. Download citation from Datacite: RIS BibTex
Version 1.0. The PhenoCam Dataset version 1.0, and associated camera imagery, is made freely available under the CC0 Public Domain Dedication. We encourage you to use the newer V2 of the dataset.
Richardson, A.D., K. Hufkens, T. Milliman, D.M. Aubrecht, M. Chen, J.M. Gray, M.R. Johnston, T.F. Keenan, S.T. Klosterman, M. Kosmala, E.K. Melaas, M.A. Friedl, S. Frolking, M. Abraha, M. Alber, M. Apple, B.E. Law, T.A. Black, P. Blanken, D. Browning, S. Bret-Harte, N. Brunsell, S.P. Burns, E. Cremonese, A.R. Desai, A.L. Dunn, D.M. Eissenstat, E. Euskirchen, L.B. Flanagan, B. Forsythe, J. Gallagher, L. Gu, D.Y. Hollinger, J.W. Jones, J. King, O. Langvall, J.H. McCaughey, P.J. McHale, G.A. Meyer, M.J. Mitchell, M. Migliavacca, Z. Nesic, A. Noormets, K. Novick, J. O’Connell, A.C. Oishi, W.W. Oswald, T.D. Perkins, R.P. Phillips, M.D. Schwartz, R.L. Scott, O. Sonnentag, and J.E. Thom. 2017. The PhenoCam Dataset V1.0. Vegetation Phenology from Digital Camera Imagery, 2000-2015. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1511. Download citation from Datacite: RIS BibTex
Milliman, T., K. Hufkens, A.D. Richardson, D.M. Aubrecht, M. Chen, J.M. Gray, M.R. Johnston, T.F. Keenan, S.T. Klosterman, M. Kosmala, E.K. Melaas, M.A. Friedl, S. Frolking, M. Abraha, M. Alber, M. Apple, B.E. Law, T.A. Black, P. Blanken, D. Browning, S. Bret-Harte, N. Brunsell, S.P. Burns, E. Cremonese, A.R. Desai, A.L. Dunn, D.M. Eissenstat, S.E. Euskirchen, L.B. Flanagan, B. Forsythe, J. Gallagher, L. Gu, D.Y. Hollinger, J.W. Jones, J. King, O. Langvall, J.H. McCaughey, P.J. McHale, G.A. Meyer, M.J. Mitchell, M. Migliavacca, Z. Nesic, A. Noormets, K. Novick, J. O'Connell, A.C. Oishi, W.W. Oswald, T.D. Perkins, R.P. Phillips, M.D. Schwartz, R.L. Scott, O. Sonnentag, and J.E. Thom. 2017. Images used in generation of the PhenoCam Dataset v1.0, 2000-2015. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1560. Download citation from Datacite: RIS BibTex
Thank you:
Thank you for adhering to the terms of this fair use agreement. If you have any questions, comments, or suggestions, please reach out to the PhenoCam Team at Northern Arizona University, PhenoCam@nau.edu.
The views and conclusions presented here are those of the authors and should not be interpreted as representing the opinions or policies of any of the agencies or organizations that have supported the development of the PhenoCam Network.