3 papers
cs.LG2026
Hallucinations and Constraints : Regulating surgical workflow recognition beyond accuracy
John S. H. Baxter, Pierre Jannin
Hallucinations are a major concern for the integration of artificial intelligence into medicine, although less explored in the realm of medical image processing. Unlike problems in…
cs.CV2026
Disentangling Prompt Dependence to Evaluate Segmentation Reliability in Gynecological MRI
Elodie Germani, Krystel Nyangoh-Timoh, Pierre Jannin +1
Promptable segmentation models (e.g., the Segment Anything Models) enable generalizable, zero-shot segmentation across diverse domains. Although predictions are deterministic for a…
cs.LG2025
MerGen: Micro-electrode recording synthesis using a generative data-driven approach
Thibault Martin, Paul Sauleau, Claire Haegelen +2
The analysis of electrophysiological data is crucial for certain surgical procedures such as deep brain stimulation, which has been adopted for the treatment of a variety of neurol…