From: Drone and sensor technology for sustainable weed management: a review
Crop | Weed (common name) | Weed (scientific name) | Type of camera | Main results | References |
---|---|---|---|---|---|
 | Palmer amaranth | Amaranthus palmeri | Hyperspectral camera | Discriminate glyphosate-resistant from glyphosate-sensitive weeds | [110] |
 | Spotted knapweed Babysbreath | Centaurea maculosa Gypsophila paniculata | Hyperspectral camera | Detection invasive species affecting forests, rangelands, and pastures | [111] |
 | Bunchgrass Egyptian crowfoot grass False amaranth Awnless barnyard grass | Phalaris minor Dactyloctenium aegyptium Digera arvensis Echinochloa colona | RGB camera | Identify different weeds | [112] |
 | Ragwort | Jacobaea vulgaris (Senecio jacobaea) | Multispectral camera | Discriminate weeds in pastures | [113] |
 | Buffel Grass Spinifex | Cenchrus ciliaris Triodia sp. | RGB camera | Discriminate two different weeds | [114] |
Beta vulgaris Zea mays Hordeum vulgare Lens esculenta Pisum sativum Phaseolus vulgaris Carthamus tinctorius Cicer arietinum | Kochia Marestail Common lambsquarters | Bassia scoparia Conyza canadensis Chenopodium album | Hyperspectral camera | Discriminate glyphosate and dicamba resistant genotypes from sensitive genotypes | [115] |
Triticum spp. Triticosecale | Â | Â | RGB camera | Comparison of cereal genotypes | [116] |
Beta vulgaris | Weeds | Â | Multispectral camera | Discriminate crop vs weeds | [98] |
Beta vulgaris | Weeds | Â | Multispectral camera | Discriminate crop vs weeds | [85] |
Beta vulgaris | Thistle | Cirsium arvense | Multispectral camera | Discriminate crop vs weeds | [117] |
Beta vulgaris | Thistle Wild buckwheat Ryegrass | Cirsium arvense Fallopia convolvulus Lolium multiflorum | Multispectral camera | Discriminate crop vs weeds | [101] |
Beta vulgaris | Thistle | Cirsium arvense | Multispectral camera | Discriminate crop vs weeds | [112] |
Cicer arietinum | Weeds | Â | Hyperspectral camera | Discriminate crop vs weeds | [118] |
Glycine max | Palmer amaranth Barnyardgrass Large crabgrass | Amaranthus palmeri Echinochloa crus-galli Digitaria sanguinalis | RGB camera Multispectral camera | Assessment of crop injury from dicamba | [102] |
Heliathus annuus | Pigweed Mustard Bindweed Lambsquarters | Amaranthus blitoides Sinapis arvensis Convolvulus arvensis L Chenopodium album L | RGB camera Multispectral camera | Discriminate crop vs weeds | [64] |
Hordeum vulgare | Thistle Coltsfoot | Cirsium arvense Tussilago farfara | RGB camera | Discriminate crop vs weeds | [119] |
Hordeum vulgare | Thistle | Cirsium arvense | RGB camera | Discriminate crop vs weeds | [99] |
Hordeum vulgare | Thistle | Cirsium arvense | RGB camera | Discriminate crop vs weeds | [100] |
Lactuca sativa | Common groundsel Shepherd's purse Sow thistle | Senecio vulgaris Capsella bursa pastoris Sonchus spp. | Multispectral camera | Discriminate crops vs weeds | [120] |
Sorghum spp. | Amaranth Pigweed Barnyard grass Mallow Nut grass Fat Hen | Amaranthus macrocarpus Portulaca oleracea Echinochloa crus-galli E. colona Malva spp. Cyperus rotundus Chenopodium album | Hyperspectral camera | Discriminate crop vs weeds | [121] |
Triticum durum | Wild oat Canarygrass Ryegrass | Avena sterilis Phalaris canariensis Lolium rigidum | Multispectral camera | Discriminate crop vs weeds | [122] |
Triticum durum | Wild oat Canarygrass Ryegrass | Avena fatua Phalaris canariensis Lolium rigidum | Hyperspectral camera Multispectral camera | Discriminate crop vs weeds | [105] |
Triticum sp. | Thistle | Cirsium arvense | RGB camera | Discriminate crop vs weeds | [99] |
Triticum spp. | Weeds | Â | Hyperspectral camera | Discriminate crop vs weeds | [118] |
Vitis vinifera | Bermuda grass | Cynodon dactylon | RGB camera | Discriminate crop vs weeds | [123] |
Zea mays | Weeds | Â | Multispectral camera | Discriminate crop vs weeds | [124] |
Zea mays | Common lambsquarters Thistle | Chenopodium album Cirsium arvense | Multispectral camera | Discriminate monocotyledons (crops) vs dicotyledons (weeds) | [104] |
Zea mays | Common lambsquarters Thistle | Chenopodium album Cirsium arvense | Multispectral camera | Discriminate crop vs weeds | [101] |
Zea mays | Mat amaranth Johnsongrass | Amaranthus blitoides Sorghum halepense | Multispectral camera | Discriminate crop vs weeds | [125] |