output
20212025
most citedMetrics reloaded: Recommendations for image analysis validation

469 citations

7 papers

eess.SP2025

Neyman Pearson Detector for Multiple Ambient Backscatter Zero-Energy-Devices Beacons using Near-Perfect Code

Shanglin Yang, Jean-Marie Gorce, Muhammad Jehangir Khan +2

Recently, a novel ultra-low-power indoor localization system based on Zero-Energy Devices (ZEDs) has shown promising results in ambient backscatter communication. In this paper, we…

eess.IV2025

Leveraging Clinical Text and Class Conditioning for 3D Prostate MRI Generation

Emerson P. Grabke, Babak Taati, Masoom A. Haider

Objective: Latent diffusion models (LDM) could alleviate data scarcity challenges affecting machine learning development for medical imaging. However, medical LDM strategies typica…

cs.CV2023★ 204 cited

Understanding metric-related pitfalls in image analysis validation

Annika Reinke, Minu D. Tizabi, Michael Baumgartner +75

Validation metrics are key for the reliable tracking of scientific progress and for bridging the current chasm between artificial intelligence (AI) research and its translation int…

cs.CV2022★ 469 cited

Metrics reloaded: Recommendations for image analysis validation

Lena Maier-Hein, Annika Reinke, Patrick Godau +71

Increasing evidence shows that flaws in machine learning (ML) algorithm validation are an underestimated global problem. Particularly in automatic biomedical image analysis, chosen…

physics.med-ph2022★ 3 cited

Domain Adaptation of Automated Treatment Planning from Computed Tomography to Magnetic Resonance

Aly Khalifa, Jeff Winter, Inmaculada Navarro +2

Objective: Machine learning (ML) based radiation treatment (RT) planning addresses the iterative and time-consuming nature of conventional inverse planning. Given the rising import…

astro-ph.CO2021★ 10 cited

Cosmology with the kinetic Sunyaev-Zeldovich effect: Independent of the optical depth and

Joseph Kuruvilla

The cosmological constraints from the kinetic Sunyaev-Zeldovich experiments are degenerate with the optical depth measurement, which is commonly known as the optical-depth degenera…

physics.optics2021★ 53 cited

Optical phased array neural probes for beam-steering in brain tissue

Wesley D. Sacher, Fu-Der Chen, Homeira Moradi-Chameh +13

Implantable silicon neural probes with integrated nanophotonic waveguides can deliver patterned dynamic illumination into brain tissue at depth. Here, we introduce neural probes wi…