Phase Contrast Microscopy

phase_contrast Microscopy Photon
View Benchmarks (1)

Forward-Model Signal Chain

Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.

C Convolution D Detector
Spec Notation

C → D

Benchmark Variants & Leaderboards

Phase Contrast Microscopy

Phase Contrast Microscopy

Full Benchmark Page →
Spec Notation

C → D

Standard Leaderboard (Top 10)

# Method Score PSNR (dB) SSIM Trust Source
🥇 PhaseFormer 0.806 35.0 0.945 ✓ Certified Phase imaging transformer, 2024
🥈 QPI-Net 0.760 33.0 0.920 ✓ Certified Rivenson et al., 2019
🥉 DPC-ADMM 0.653 29.0 0.840 ✓ Certified Tian & Waller, BOE 2015
4 TIE Solver 0.535 25.5 0.720 ✓ Certified Teague, JOSA 1983
Mismatch Parameters (3) click to expand
Name Symbol Description Nominal Perturbed
phase_ring_alignment p_r Phase ring alignment (um offset) 0.0 1.0
halo_artifact_strength h_a Halo artifact strength (relative) 0.0 0.06
phase_ring_absorption p_r Phase ring absorption (-) 0.7 0.74