Deep Generative Models for Detector Signature Simulation: An Analytical Taxonomy

no code implementations • 15 Dec 2023 • Hosein Hashemi, Claudius Krause

Signatures from particle physics detectors are low-level objects encoding the physics of collisions.

Ultra-High-Resolution Detector Simulation with Intra-Event Aware GAN and Self-Supervised Relational Reasoning

1 code implementation • 7 Mar 2023 • Hosein Hashemi, Nikolai Hartmann, Sahand Sharifzadeh, James Kahn, Thomas Kuhr

Simulating high-resolution detector responses is a storage-costly and computationally intensive process that has long been challenging in particle physics.

Conditional Image Generation Density Estimation +4

PE-GAN: Prior Embedding GAN for PXD images at Belle II

1 code implementation • 1 Mar 2023 • Hosein Hashemi, Nikolai Hartmann, Thomas Kuhr, Martin Ritter, Matej srebre

However, data from the fine-grained PXD requires a substantial amount of storage.

Conditional Image Generation Contrastive Learning