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. 2021 Feb 3;21(4):1038. doi: 10.3390/s21041038
MQTT message queuing telemetry transport
IoT internet of things
IOU Intersection Over Union
YOLO You Look Only Once
Bx, By center coordinates obtained bounding box
Ba, Bb size of the obtained bounding box
C class probability
Ci true confidence
C^i predicted confidence
N number of bounding boxes
Pi confidence scores
Pa, Pb the width and height of the bounding box before prediction
Pr prediction probability
(S x S) number of cells of an image
S2 number of grids in the input image
Ox, Oy the offset of the cell
𝕝ijobj, 𝕝ijnoobj the existence or non-existence of objects
σcoord coordinate error weight
σnoobj IoU error weight
a, b box dimensions
a^i, b^i the width and height of the predicted bounding box
c the specified class related to the detected object
(tx, ty, ta, tb) coordinate prediction of bounding boxes
p true probability of object belonging to class c is in grid i
p^ predicted probability value
(x, y) center of the box
x^i, y^i the coordinate position of the predicted bounding box