The application discloses a
video image data intelligent gathering and
full life cycle management method, relates to the technical field of
video monitoring and intelligent security and protection, and discloses the following technical scheme: low light and shielding state are explicitized through working condition information, a degeneration area
mask and a reliability weight graph are generated, video degeneration is converted from uncontrollable input into available control quantity, subsequent
processing can adopt differentiated treatment on the degeneration area and the non-degeneration area, the interference of the degeneration area on detection output is reduced, and effective detail information of the non-degeneration area is reserved; the reliability weight is introduced into a detection
model inference link, intermediate features are gate weighted, confidence penalty is applied to candidate frames falling into the degeneration area, a result reliability mark and an alarm linkage rule are generated, low reliability results are stored in a
database, real-time alarm is inhibited or delayed triggering, alarm
noise is reduced, and review resources are focused on high reliability events.