Ghost Imaging

ghost_imaging Quantum 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.

M Modulation Sigma Summation D Detector
Spec Notation

M → Σ → D

Benchmark Variants & Leaderboards

Ghost Imaging

Ghost Imaging

Full Benchmark Page →
Spec Notation

M → Σ → D

Standard Leaderboard (Top 10)

# Method Score PSNR (dB) SSIM Trust Source
🥇 ScoreQuantum 0.697 29.52 0.909 ✓ Certified Wei et al., 2025
🥈 Ghost-ViT 0.694 30.1 0.885 ✓ Certified Zhu et al., 2025
🥉 Quantum-ViT 0.678 28.78 0.896 ✓ Certified Quantum imaging transformer, 2024
4 Quantum-CNN 0.669 28.43 0.890 ✓ Certified Quantum imaging CNN
5 DRU-Net 0.645 28.5 0.840 ✓ Certified Wang et al., Sci. Rep. 2020
6 DiffusionQuantum 0.614 26.49 0.845 ✓ Certified Zhang et al., 2024
7 Bayesian CS 0.570 25.07 0.804 ✓ Certified Bayesian compressed sensing
8 CS-TVAL3 0.518 24.8 0.710 ✓ Certified Li et al., 2014
9 Photon Counting 0.482 22.56 0.713 ✓ Certified Classical baseline
10 G(2)-Corr 0.378 21.2 0.550 ✓ Certified Pittman et al., PRA 1995
Mismatch Parameters (4) click to expand
Name Symbol Description Nominal Perturbed
bucket_detector_efficiency b_d Bucket detector efficiency (-) 1.0 0.9
speckle_correlation_mismatch s_c Speckle correlation mismatch (-) 0.0 2.0
background_counts b_c Background counts (-) 0.0 1.0
number_of_measurements n_o Number of measurements (-) 10000.0 28000.0

Benchmark Pages