Clinical Performance of Automated IMRT with High Intensity Flattening-Filter-Free Beams in Comparison to VMAT for Head and Neck Cancers [PDF]
Jun Duan +4 more
openalex +1 more source
Four decades of retinal vessel segmentation research (1982–2025) are synthesized, spanning classical image processing, machine learning, and deep learning paradigms. A meta‐analysis of 428 studies establishes a unified taxonomy and highlights performance trends, generalization capabilities, and clinical relevance.
Avinash Bansal +6 more
wiley +1 more source
Comparison of Moderate Hypofractionated Volumetric-Modulated Arc Therapy Plans With and Without Flattening Filter for Localized Prostate Cancer. [PDF]
Takakusagi Y +8 more
europepmc +1 more source
An instance‐level, model‐agnostic explanation of class differentiation is introduced through SHAP‐LCD, linking probability shifts to feature‐wise Shapley contributions. The method operates on tabular and image data and is released in a fully reproducible implementation, offering a transparent way to examine, at each instance, why predictive models ...
Roxana M. Romero Luna +2 more
wiley +1 more source
Effectiveness of Automated Treatment Planning for Left-sided Breast in Flattening Filter-free Photon Beams. [PDF]
Tansangworn P +6 more
europepmc +1 more source
EP-2358: Exploration of flattening filter free vs flattening filter beam for Breast irradiation
openaire +1 more source
Interpreting How Neural Networks Infer Scatterer Geometry from Echolocation Echoes
Neural networks enable echolocation‐based shape classification but remain difficult to interpret due to their black‐box nature. This work presents a feature‐importance metric to uncover the echo regions driving decisions in shape‐specialized networks.
Ganesh U. Patil +2 more
wiley +1 more source
Flattening filter free stereotactic body radiation therapy for lung tumors: outcomes and predictive factors. [PDF]
Jaruthien T +12 more
europepmc +1 more source
Impact of Flattening Filter–Free (FFF) Radiation on the Clonogenic Survival of Astrocytoma Cell Lines [PDF]
Frank A. Giordano +8 more
openalex +1 more source

