Particle Calorimetry
particle_calorimetry
Experimental Science
Particle
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
R → Σ → D
Benchmark Variants & Leaderboards
Particle Calorimetry
Particle Calorimetry
Spec Notation
R → Σ → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | CaloDiffusion | 0.725 | 31.5 | 0.900 | ✓ Certified | Mikuni & Nachman, PRD 2023 |
| 🥈 | GravNet | 0.672 | 29.5 | 0.860 | ✓ Certified | Qasim et al., EPJC 2019 |
| 🥉 | GARFIELD++ | 0.535 | 25.5 | 0.720 | ✓ Certified | Veenhof, NIM 1998 |
| 4 | PandoraPFA | 0.407 | 22.0 | 0.580 | ✓ Certified | Thomson, JINST 2009 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| energy_scale_factor | e_s | Energy scale factor (-) | 1.0 | 1.006 |
| position_resolution | p_r | Position resolution (mm) | 0.0 | 1.0 |
| sampling_fraction | s_f | Sampling fraction (-) | 0.1 | 0.104 |
| pile_up_fraction | p_f | Pile-up fraction (-) | 0.0 | 0.01 |