This invention discloses a method and
system for video
evidence collection based on the shared usage time of instruments. By acquiring instrument identifiers and binding them to the
evidence collection device, the
Region of Interest (ROI) of the screen display area, status indication area, and operation area is calibrated, and a unified
evidence collection timeline is established based on
network time synchronization and a local secure
clock. Video streams covering the ROI and auxiliary evidence streams are acquired synchronously. Multi-
source data is input into a recognition model containing a multi-
branch visual
encoder for the ROI, an auxiliary evidence
encoder, a cross-
modal alignment gating module, a hierarchical temporal
transformer, and an event query header. The model outputs a state probability sequence and regresses the start and end event boundaries and confidence intervals. The net usage time is calculated under state transition constraints and verified for consistency with auxiliary evidence. When the difference exceeds a threshold, frames are added to the event window for re-
inference to update boundaries or mark disputes. Key segments and keyframes are extracted to generate evidence packages, a frame-level
hash chain is constructed, and signatures are completed within a TEE. Combined with a
timestamp service encapsulation, verifiable and tamper-proof evidence results are achieved.