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. 2022 Sep 1;17(9):e0272961. doi: 10.1371/journal.pone.0272961

Table 1. Effect of the number of parallel 3 × 3 convolutional operations (k) in MDConv.

Method Backbone k mAP mAP50 mAP75
SIXray10 CargoX SIXray10 CargoX SIXray10 CargoX
Cascade R-CNN [33] ResNeXt-101 w FPN 1 52.1 70.1 78.4 95.9 59.9 81.1
ResNeXt-101 w FPN 2 54.9 71.9 78.5 96.5 64.1 81.7
ResNeXt-101 w FPN 3 55.4 72.5 79.6 96.5 63.2 82.2
ResNeXt-101 w FPN 4 54.9 68.3 79.3 95.5 62.4 77.6