XID: A protocol for evaluating identity consistency under domain shifts and reidentification method

Key Points

• Identity consistency evaluation reveals performance under varying domain shifts, highlighting robust algorithm design.
• Key performance metrics indicate improved reidentification accuracy across multiple scenarios and datasets.
• Evaluation protocol includes systematic testing against various domain shifts to assess reliability and effectiveness.
• Highlights the need for reliable identity verification methods as applications continue to expand in diverse environments.