The invention discloses an edge terminal-oriented federal
differential privacy logistics express sheet security
processing system, and relates to the technical field of
image processing and privacy computing. According to the invention, for a logistics
tail end distribution scene, a cloud-side-end three-layer architecture is adopted; a
cloud server is responsible for surface sheet image rough desensitization and sample distribution; the
edge server is responsible for jurisdiction terminal management, gradient aggregation and malicious detection; the edge terminal is internally provided with an
image acquisition module, a fine desensitization module, a lightweight model training module, a
differential privacy disturbance module, an anonymous identity
verification module and a
breakpoint resume module.
Differential privacy noise adding is completed locally at the terminal, and it is ensured that the original gradient does not go out of the terminal; bidirectional anonymous
verification is realized through
group signature and zero-knowledge proof, and malicious behavior
traceability is supported; a
breakpoint resume and three-level cache mechanism is designed for a weak network environment, and the uploading success rate is improved. According to the method, data localization storage and quantifiable
privacy protection are realized, various threats such as gradient inversion,
Sybil attack and
replay attack are effectively defended, the method adapts to the actual working conditions that logistics handheld terminal resources are limited and the network is unstable, and the safety, reliability and compliance of the
system are remarkably improved.