Poisson Negative Log-Likelihood
Cross-source consensus on Poisson Negative Log-Likelihood from 1 sources and 4 claims.
1 sources · 4 claims
Evidence quality
Highlighted claims
- Poisson negative log-likelihood is the primary evaluation metric. — Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstruction
- Poisson NLL is appropriate for photon-counting data and does not require ground-truth object estimates. — Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstruction
- Lower Poisson NLL values indicate better statistical agreement with measured diffraction patterns. — Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstruction
- Experimental ptychography generally lacks ground-truth object estimates, so the paper relies on Poisson NLL and comparison with standard reconstructions. — Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstruction