Integrate Attune into established annotation tools

Integrate Attune’s gaze-shift detection, robot replay, and annotation capabilities into existing behavioral annotation tools to reduce adoption costs and assess usability beyond the purpose-built research prototype.

Background

Attune is implemented as a custom research interface because the authors found no existing tool that combines gaze-shift detection, robot replay, and annotation in one workflow. They acknowledge that this creates an adoption barrier and that their usability findings are specific to the custom interface, leaving integration with established tools unresolved.

References

Future work should integrate our approach into existing tools.

Attune: A Self-Annotation Tool for Understanding Robot Operator Attention Profiles  (2608.12650 - Zhou et al., 12 Aug 2026) in Section 5, Limitations and Future Work