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. 2024 Aug 20;15:1396568. doi: 10.3389/fpls.2024.1396568

Table 4.

Test performance (mAP@[0.5:0.95]) on the specific category of weeds on CottonWeedDet12.

Weeds # of instances Proportion of labeled data for training
5% 10% 20% 50% 100%
Waterhemp 352 85.25 86 88.52 89.78 88.10
MorningGlory 201 83.82 85.75 87.40 89.71 88.03
Purslane 161 74.89 78.58 80.10 81.40 83.68
SpottedSpurge 122 77.12 81.49 83.59 85.79 82.78
Carpetweed 137 63.04 69.62 68.64 71.34 68.18
Ragweed 144 78.08 78.26 81.88 83.11 81.83
Eclipta 117 90.28 90.69 91.34 93.58 95.19
PricklySida 60 78.26 82.91 83.75 83.48 84.01
PalmerAmaranth 42 86.76 89.09 87.82 91.31 93.55
Sicklepod 31 94.27 96.56 97.09 97.01 96.43
Goosegrass 31 78.83 81.69 85.58 90.02 85.31
CutleafGroundcherry 15 32.33 80.59 87.70 90.59 90.50