Frozen Site-Probe Accuracy Is Not a Standalone Harmonization Score: An Audit of Evaluation Practice for Multi-Site MRI
eess.IV, cs.CV
Submitted: 2026-10-09
Updated: 2026-10-09
Code: https://github.com/muqsitamir/HarmonIt
Terminology
Sources
- Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects
- Site Is Decodable Before Pretraining: Negative Controls for Probing Frozen Brain-MRI Foundation Models
Related papers
- PanoDiff-SR: Synthesizing Dental Panoramic Radiographs using Diffusion and Super-resolution
- Revisiting Integration of Image and Metadata for DICOM Series Classification: Cross-Attention and Dictionary Learning
- VesselSDF: Distance Field Priors for Vascular Network Reconstruction
- cSVR: Convolutional Slice-to-Volume Reconstruction
- NAIMA: Semantics Aware RGB Guided Depth Super-Resolution
- AneumoBench: A Source-Linked Benchmark for Synthetic-Geometry Transfer in Aneurysm CFD