Clinical validation of realistic annotation protocols

Validate the proposed whole-slide image annotation protocols directly with pathologists to establish whether they accurately reflect clinical annotation practices.

Background

The paper introduces annotation protocols based on localized clicks and scribbles, including representative, error-driven, and human-in-the-loop interactions. These protocols are evaluated through automatically generated annotations derived from dense segmentation masks, rather than through direct use by practicing pathologists. The authors identify direct clinical validation as an unresolved next step needed to confirm the realism of the simulated annotation procedures before routine clinical deployment.

References

Several directions remain open. A natural next step is to validate the proposed annotation protocols directly with pathologists, in order to confirm their clinical realism.

Whole-Slide Image Analysis under Realistic Few-Shot Annotation Protocols  (2608.30420 - Godelaine et al., 31 Aug 2026) in Section Conclusion, subsection “Future Work”