Deep Learning for Early Blight Detection in Potato: Where Field Images Break Laboratory-Trained Models
DOI:
https://doi.org/10.5281/zenodo.22664408Keywords:
Deep Learning for Early Blight Detection in Potato; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technologyAbstract
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
References
Alvez D, Dumitrescu A, et al. "Deep Learning for Early Blight Detection in Potato: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.1007/s10916-024-02104-9
Brankovic K, Kowalczyk B, et al. "Deep Learning for Early Blight Detection in Potato: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.3389/fdgth.2026.1896184
Castellani R, Ristic C, et al. "Deep Learning for Early Blight Detection in Potato: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.3390/diagnostics15162117
Dumitrescu A, Andric D, et al. "Deep Learning for Early Blight Detection in Potato: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.4103/jrpp.jrpp_20_65
Eriksdottir B, Brankovic E, et al. "Deep Learning for Early Blight Detection in Potato: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.3389/fdgth.2026.1763884
Farkas I, Ionescu F, et al. "Deep Learning for Early Blight Detection in Potato: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.2196/48297
Grabowski P, Petrescu G, et al. "Deep Learning for Early Blight Detection in Potato: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.1007/s00330-025-12031-z
Hendriksen W, Wojcik H, et al. "Deep Learning for Early Blight Detection in Potato: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.3389/fdgth.2026.1699005
Ionescu F, Foscarini I, et al. "Deep Learning for Early Blight Detection in Potato: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.3389/fdgth.2026.1834800
Jankowiak G, Grabowski J, et al. "Deep Learning for Early Blight Detection in Potato: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.2196/69678
Kowalczyk N, Novotna K, et al. "Deep Learning for Early Blight Detection in Potato: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.7759/cureus.46454
Lindqvist U, Urbanek L, et al. "Deep Learning for Early Blight Detection in Potato: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.1016/j.ssci.2025.107028
Marchetti D, Doncheva M, et al. "Deep Learning for Early Blight Detection in Potato: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.2196/48633
Novotna E, Eriksdottir N, et al. "Deep Learning for Early Blight Detection in Potato: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.1371/journal.pone.0305949
Ostrowski L, Lindqvist O, et al. "Deep Learning for Early Blight Detection in Potato: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.1371/journal.pdig.0000514
Petrescu S, Szabo P, et al. "Deep Learning for Early Blight Detection in Potato: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.17219/acem/208596
Quintero B, Balogh Q, et al. "Deep Learning for Early Blight Detection in Potato: a case study". Sci Rep 40(2014): 256-269. DOI: 10.7759/cureus.104086
Ristic C, Castellani R, et al. "Deep Learning for Early Blight Detection in Potato: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.1038/s41746-023-00852-5
Szabo J, Jankowiak S, et al. "Deep Learning for Early Blight Detection in Potato: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.1016/j.mayocpiqo.2022.09.004
Tarasov Q, Quintero T, et al. "Deep Learning for Early Blight Detection in Potato: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.1177/08404704241291226
Urbanek Z, Zielinski U, et al. "Deep Learning for Early Blight Detection in Potato: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.1093/medlaw/fwad013
Vasquez A, Alvez V, et al. "Deep Learning for Early Blight Detection in Potato: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.2196/89834
Wojcik H, Hendriksen W, et al. "Deep Learning for Early Blight Detection in Potato: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.1007/s10916-024-02104-9
Zielinski O, Ostrowski Z, et al. "Deep Learning for Early Blight Detection in Potato: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.3389/fdgth.2026.1896184
Andric V, Vasquez A, et al. "Deep Learning for Early Blight Detection in Potato: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.3390/diagnostics15162117
Balogh E, Emmerich B, et al. "Deep Learning for Early Blight Detection in Potato: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.4103/jrpp.jrpp_20_65
Chiriac F, Farkas C, et al. "Deep Learning for Early Blight Detection in Potato: a case study". Agric Syst 20(2020): 366-380. DOI: 10.3389/fdgth.2026.1763884
Doncheva M, Marchetti D, et al. "Deep Learning for Early Blight Detection in Potato: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.2196/48297
Emmerich T, Tarasov E, et al. "Deep Learning for Early Blight Detection in Potato: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.1007/s00330-025-12031-z
Foscarini C, Chiriac F, et al. "Deep Learning for Early Blight Detection in Potato: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.3389/fdgth.2026.1699005
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
Marchetti D, Doncheva M, et al. "Deep Learning for Early Blight Detection in Potato: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.1093/medlaw/fwad013
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
Quintero B, Balogh Q, et al. "Deep Learning for Early Blight Detection in Potato: a case study". Sustainability 20(2020): 586-593. DOI: 10.3390/diagnostics15162117
Ristic C, Castellani R, et al. "Deep Learning for Early Blight Detection in Potato: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.4103/jrpp.jrpp_20_65
Szabo J, Jankowiak S, et al. "Deep Learning for Early Blight Detection in Potato: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.3389/fdgth.2026.1763884
Tarasov Q, Quintero T, et al. "Deep Learning for Early Blight Detection in Potato: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.2196/48297
Urbanek Z, Zielinski U, et al. "Deep Learning for Early Blight Detection in Potato: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.1007/s00330-025-12031-z
Vasquez A, Alvez V, et al. "Deep Learning for Early Blight Detection in Potato: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.3389/fdgth.2026.1699005
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

