The invention provides a multi-thread
visual target tracking method based on STC and block re-detection, and the method comprises the following steps: S1, reading a first frame image, and determininga tracking target; S2, establishing a spatial
context model for the first frame of image by adopting an STC
algorithm; S3, performing blocking operation on a rectangular template area where a trackingtarget in the first frame image is located, and training an
SVM classifier; s4, reading a next frame of image, learning from a previous frame of image to obtain a spatial
context model, and calculating target neighborhood context priori; s5, updating the space-time
context model of the current frame image; s6, obtaining a
confidence map of the current frame image; s7, judging the shielded degreeof the tracking target in the current frame image according to the confidence probability; s8, selecting a corresponding
processing strategy according to the judged shielding condition of the trackingtarget; and S9, circularly executing the steps S4-S8 until the current video or
image sequence is completely processed. According to the invention, the target tracking reliability and the target tracking efficiency can be improved.