research
Tissue Context Corrected the Cell Label
Loki-OT used region-level tissue estimates as soft guidance when visually similar cells confused a cell classifier.
Summary
Loki-OT used region-level tissue estimates as soft guidance when visually similar cells confused a cell classifier.
On an independent breast-cancer cohort, the method reduced patient-level error and improved F1 in epithelium-rich mimicry regions using 278 weak region estimates. The work is a computational pathology benchmark, not a clinical diagnostic validation.
Why it matters
Loki-OT used region-level tissue estimates as soft guidance when visually similar cells confused a cell classifier.
Limits and context
- The work is a computational pathology benchmark, not a clinical diagnostic validation.
Key claims
Loki-OT used region-level tissue estimates as soft guidance when visually similar cells confused a cell classifier.
Qualification: The work is a computational pathology benchmark, not a clinical diagnostic validation.
Evidence: source-2026-08-19-018
Sources
- arXiv preprint 2608.17151arXiv · primary research
Corrections
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