The application discloses a dense LED
flicker frequency real-time interpretation method and
system integrating
jitter compensation and confidence evaluation, which is applied to the technical field of
data processing.The application firstly performs gray-scale,
contrast enhancement and denoising pretreatment on a continuous video
stream, and then detects dense LEDs based on an improved YOLOv8 architecture, and judges the bright and dark states through the mean value of the V component of HSV and a dynamic threshold value.Subsequently, the coordinate is normalized and discretized, combined with
DBSCAN clustering and cross-
frame time sequence correlation to generate an LED
time sequence track, linear interpolation is performed on the
missing data, and binarization is performed, the
flicker frequency is calculated through zero-crossing detection and sampling
frame rate.Meanwhile, a double-factor confidence model is constructed to quantify reliability, and the
optical flow method with
adaptive computing power and coordinate correction are adopted to realize
jitter compensation, and finally, the LED
flicker frequency, state and confidence result are output.