Published November 18, 2024 | Version 1.0.0
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Evaluation of the CaloINN generative network - Fast detector simulation

Description

These are the sampled used in the paper "Normalizing Flows for High-Dimensional Detector Simulations" for the evaluation of the CaloINN and the CaloVAE+INN models.

Each zip file contains the generated showers stored in the CaloChallenge format together with figures of high-level observables.

We include the layer energy deposition, the center of energy, the width of the center of energy, the layer sparsity, the ratio E_tot/E_inc, and the full voxel energy distribution.

For these features we provide:

  • energy inclusive histograms for all the datasets;
  • for dataset 1, three incident energies: 256 MeV, 8.192GeV, 262.144 GeV;
  • for dataset 2 and 3, three incident energy windows, (1-10), (10-100), (100-1000) GeV;
  • separation power between Geant4 and our samples calculatd from the histograms.

Files

ds1-photons.zip

Files (11.6 GB)

Name Size Download all
md5:12e0ef42c2c5218595ff66c8f4d95963
563.4 MB Preview Download
md5:f71bd9f3e190e5b1bd9a7317a4ff82ef
607.3 MB Preview Download
md5:d0ea03a2d774cecfb32aa411cf0d208a
3.6 GB Preview Download
md5:7297aec2ac9cda0ffeb5d84cbb5f4276
6.8 GB Preview Download

Additional details

Related works

Is part of
arXiv:2312.09290 (arXiv)