Quantum Angle Generator for Image Generation

IEEE/ACM Symposium on Edge Computing (SEC), pp. 425–429

Abstract

The Quantum Angle Generator (QAG) is a new generative model for quantum computers. It consists of a parameterized quantum circuit trained with an objective function. The QAG model utilizes angle encoding for the conversion between the generated quantum data and classical data. Therefore, it requires one qubit per feature or pixel, while the output resolution is adjusted by the number of shots performing the image generation. This approach allows the generation of highly precise images on recent quantum computers. In this paper, the model is optimised for a High Energy Physics (HEP) use case generating simplified one-dimensional images measured by a specific particle detector, a calorimeter. With a reasonable number of shots, the QAG model achieves an elevated level of accuracy. The advantages of the QAG model are lined out - such as simple and stable training, a reasonable amount of qubits, circuit calls, circuit size and computation time compared to other quantum generative models, e.g. quantum GANs (qGANs) and Quantum Circuit Born Machines.

Authors 7

1. Florian Rehm Aachen

   RWTH Aachen University · European Organization for Nuclear Research

   Affiliation as printed

   CERN,Geneva,Switzerland

   CERN, Geneva, Switzerland

   RWTH Aachen University, Geneva, Switzerland

2. Sofia Vallecorsa

   European Organization for Nuclear Research

   Affiliation as printed

   CERN,Geneva,Switzerland

   CERN, Geneva, Switzerland

3. Michele Grossi

   European Organization for Nuclear Research

   Affiliation as printed

   CERN,Geneva,Switzerland

   CERN, Geneva, Switzerland

4. K. Borras Aachen

   RWTH Aachen University · Deutsches Elektronen-Synchrotron DESY

   Affiliation as printed

   DESY,Hamburg,Germany

   DESY, Hamburg, Germany

   RWTH Aachen University, Geneva, Switzerland

5. Dirk Krücker

   Deutsches Elektronen-Synchrotron DESY

   Affiliation as printed

   DESY,Hamburg,Germany

   DESY, Hamburg, Germany

6. S. Schnake Aachen

   RWTH Aachen University · Deutsches Elektronen-Synchrotron DESY

   Affiliation as printed

   DESY,Hamburg,Germany

   DESY, Hamburg, Germany

   RWTH Aachen University, Geneva, Switzerland

7. Verney-Provatas Alexis-Harilaos Aachen

   RWTH Aachen University · Deutsches Elektronen-Synchrotron DESY

   Affiliation as printed

   DESY,Hamburg,Germany

   DESY, Hamburg, Germany

   RWTH Aachen University, Geneva, Switzerland