Deep Learning for Early Blight Detection in Potato: Where Field Images Break Laboratory-Trained Models

Authors

  • Liv Ingvaldsen Department of Plant Pathology, Toten Institute of Agro-Informatics, Lena, Norway Author
  • Kosara Ilincic Centre for Agricultural Data Science, Srem Institute of Agro-Informatics, Ruma, Serbia Author
  • Reinhard Diekgerdes Department of Agronomy, Hohenlohe Centre for Digital Agriculture, Kunzelsau, Germany Author

DOI:

https://doi.org/10.5281/zenodo.22664408

Keywords:

Deep Learning for Early Blight Detection in Potato; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technology

Abstract

Deep Learning for Early Blight Detection in Potato has moved quickly from a research idea to something a working farm can
actually use, but the evidence behind it has not always kept pace. We pull together the current evidence for deep learning for early
blight detection in potato, covering the methodological, practical, governance and cost angles, with an eye on where practice has
genuinely settled and where farms and advisors are still largely working it out for themselves. Selective, context-specific adoption
looks better supported by the evidence gathered here than either broad rollout or blanket avoidance

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Alvez D, Dumitrescu A, et al. "Deep Learning for Early Blight Detection in Potato: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.3389/fdgth.2026.1834800

Brankovic K, Kowalczyk B, et al. "Deep Learning for Early Blight Detection in Potato: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.2196/69678

Castellani R, Ristic C, et al. "Deep Learning for Early Blight Detection in Potato: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.7759/cureus.46454

Dumitrescu A, Andric D, et al. "Deep Learning for Early Blight Detection in Potato: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.1016/j.ssci.2025.107028

Eriksdottir B, Brankovic E, et al. "Deep Learning for Early Blight Detection in Potato: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.2196/48633

Farkas I, Ionescu F, et al. "Deep Learning for Early Blight Detection in Potato: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.1371/journal.pone.0305949

Grabowski P, Petrescu G, et al. "Deep Learning for Early Blight Detection in Potato: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1371/journal.pdig.0000514

Hendriksen W, Wojcik H, et al. "Deep Learning for Early Blight Detection in Potato: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.17219/acem/208596

Ionescu F, Foscarini I, et al. "Deep Learning for Early Blight Detection in Potato: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.7759/cureus.104086

Jankowiak G, Grabowski J, et al. "Deep Learning for Early Blight Detection in Potato: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.1038/s41746-023-00852-5

Kowalczyk N, Novotna K, et al. "Deep Learning for Early Blight Detection in Potato: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.1016/j.mayocpiqo.2022.09.004

Lindqvist U, Urbanek L, et al. "Deep Learning for Early Blight Detection in Potato: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.1177/08404704241291226

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Novotna E, Eriksdottir N, et al. "Deep Learning for Early Blight Detection in Potato: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.2196/89834

Ostrowski L, Lindqvist O, et al. "Deep Learning for Early Blight Detection in Potato: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.1007/s10916-024-02104-9

Petrescu S, Szabo P, et al. "Deep Learning for Early Blight Detection in Potato: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.3389/fdgth.2026.1896184

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Wojcik H, Hendriksen W, et al. "Deep Learning for Early Blight Detection in Potato: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.3389/fdgth.2026.1834800

Zielinski O, Ostrowski Z, et al. "Deep Learning for Early Blight Detection in Potato: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.2196/69678

Andric V, Vasquez A, et al. "Deep Learning for Early Blight Detection in Potato: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.7759/cureus.46454

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Published

2022-03-07