A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries
DOI:
https://doi.org/10.5281/zenodo.22664521Keywords:
A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technologyAbstract
A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries 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 a multi-season dataset of annotated uav imagery for crop row detection across five countries, 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. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.3389/fdgth.2026.1763884
Brankovic K, Kowalczyk B, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.2196/48297
Castellani R, Ristic C, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.1007/s00330-025-12031-z
Dumitrescu A, Andric D, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.3389/fdgth.2026.1699005
Eriksdottir B, Brankovic E, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.3389/fdgth.2026.1834800
Farkas I, Ionescu F, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.2196/69678
Grabowski P, Petrescu G, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.7759/cureus.46454
Hendriksen W, Wojcik H, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.1016/j.ssci.2025.107028
Ionescu F, Foscarini I, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI:
2196/48633 10. Jankowiak G, Grabowski J, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.1371/journal.pone.0305949
Kowalczyk N, Novotna K, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.1371/journal.pdig.0000514
Lindqvist U, Urbanek L, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.17219/acem/208596
Marchetti D, Doncheva M, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.7759/cureus.104086
Novotna E, Eriksdottir N, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.1038/s41746-023-00852-5
Ostrowski L, Lindqvist O, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.1016/j.mayocpiqo.2022.09.004
Petrescu S, Szabo P, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.1177/08404704241291226
Quintero B, Balogh Q, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a case study". Sci Rep 40(2014): 256-269. DOI: 10.1093/medlaw/fwad013
Ristic C, Castellani R, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.2196/89834
Szabo J, Jankowiak S, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.1007/s10916-024-02104-9 7
Tarasov Q, Quintero T, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.3389/fdgth.2026.1896184
Urbanek Z, Zielinski U, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.3390/diagnostics15162117
Vasquez A, Alvez V, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.4103/jrpp.jrpp_20_65
Wojcik H, Hendriksen W, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.3389/fdgth.2026.1763884
Zielinski O, Ostrowski Z, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.2196/48297
Andric V, Vasquez A, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.1007/s00330-025-12031-z
Balogh E, Emmerich B, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.3389/fdgth.2026.1699005
Chiriac F, Farkas C, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a case study". Agric Syst 20(2020): 366-380. DOI: 10.3389/fdgth.2026.1834800
Doncheva M, Marchetti D, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.2196/69678
Emmerich T, Tarasov E, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.7759/cureus.46454
Foscarini C, Chiriac F, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.1016/j.ssci.2025.107028
Alvez D, Dumitrescu A, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.2196/48633
Brankovic K, Kowalczyk B, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.1371/journal.pone.0305949
Castellani R, Ristic C, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.1371/journal.pdig.0000514
Dumitrescu A, Andric D, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.17219/acem/208596
Eriksdottir B, Brankovic E, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.7759/cureus.104086
Farkas I, Ionescu F, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.1038/s41746-023-00852-5
Grabowski P, Petrescu G, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1016/j.mayocpiqo.2022.09.004
Hendriksen W, Wojcik H, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1177/08404704241291226
Ionescu F, Foscarini I, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.1093/medlaw/fwad013
Jankowiak G, Grabowski J, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.2196/89834
Kowalczyk N, Novotna K, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.1007/s10916-024-02104-9
Lindqvist U, Urbanek L, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.3389/fdgth.2026.1896184
Marchetti D, Doncheva M, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.3390/diagnostics15162117
Novotna E, Eriksdottir N, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.4103/jrpp.jrpp_20_65
Ostrowski L, Lindqvist O, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.3389/fdgth.2026.1763884
Petrescu S, Szabo P, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.2196/48297
Quintero B, Balogh Q, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a case study". Sustainability 20(2020): 586-593. DOI: 10.1007/s00330-025-12031-z
Ristic C, Castellani R, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.3389/fdgth.2026.1699005
Szabo J, Jankowiak S, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.3389/fdgth.2026.1834800
Tarasov Q, Quintero T, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.2196/69678
Urbanek Z, Zielinski U, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.7759/cureus.46454
Vasquez A, Alvez V, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.1016/j.ssci.2025.107028
Wojcik H, Hendriksen W, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.2196/48633
Zielinski O, Ostrowski Z, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.1371/journal.pone.0305949
Andric V, Vasquez A, et al. "A Multi-Season Dataset of Annotated UAV Imagery for Crop Row Detection Across Five Countries: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.1371/journal.pdig.0000514
