WO2025120102A1 - Convolutions numériques-analogiques quantiques pour classification d'image - Google Patents

Convolutions numériques-analogiques quantiques pour classification d'image Download PDF

Info

Publication number
WO2025120102A1
WO2025120102A1 PCT/EP2024/084954 EP2024084954W WO2025120102A1 WO 2025120102 A1 WO2025120102 A1 WO 2025120102A1 EP 2024084954 W EP2024084954 W EP 2024084954W WO 2025120102 A1 WO2025120102 A1 WO 2025120102A1
Authority
WO
WIPO (PCT)
Prior art keywords
image classification
convolutions
analog
quantum digital
quantum
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
PCT/EP2024/084954
Other languages
English (en)
Inventor
Anton SIMEN ALBINO
Archismita DALAL
Alejandro Gomez Cadavid
Narendra Narayana HEGADE
Iraitz MONTALBAN
Qi Zhang
Eric MICHON
Carlos FLORES-GARRIGÓS
Yolanda VIVES-GILABERT
Enrique Solano
José D. MARTÍN- GUERRERO
Shubham Kumar
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Kipu Quantum GmbH
Original Assignee
Kipu Quantum GmbH
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from EP24171385.8A external-priority patent/EP4567671A1/fr
Priority claimed from EP24217619.6A external-priority patent/EP4567672A1/fr
Application filed by Kipu Quantum GmbH filed Critical Kipu Quantum GmbH
Publication of WO2025120102A1 publication Critical patent/WO2025120102A1/fr
Pending legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N10/00—Quantum computing, i.e. information processing based on quantum-mechanical phenomena
    • G06N10/60—Quantum algorithms, e.g. based on quantum optimisation, quantum Fourier or Hadamard transforms
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N10/00—Quantum computing, i.e. information processing based on quantum-mechanical phenomena
    • G06N10/40—Physical realisations or architectures of quantum processors or components for manipulating qubits, e.g. qubit coupling or qubit control
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computational Mathematics (AREA)
  • Condensed Matter Physics & Semiconductors (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Error Detection And Correction (AREA)

Abstract

L'invention concerne un procédé mis en œuvre par ordinateur pour générer un ensemble de données d'images générées quantiquement configuré pour être utilisé pour entraîner un réseau neuronal convolutif pour une classification d'image.
PCT/EP2024/084954 2023-12-06 2024-12-05 Convolutions numériques-analogiques quantiques pour classification d'image Pending WO2025120102A1 (fr)

Applications Claiming Priority (10)

Application Number Priority Date Filing Date Title
EP23214623.3 2023-12-06
EP23214623 2023-12-06
EP24171385.8A EP4567671A1 (fr) 2023-12-06 2024-04-19 Convolutions analogiques numériques quantiques pour classification d'images
EP24171385.8 2024-04-19
EP24196605 2024-08-27
EP24196605.0 2024-08-27
EP24206761.9 2024-10-15
EP24206761 2024-10-15
EP24217619.6 2024-12-04
EP24217619.6A EP4567672A1 (fr) 2023-12-06 2024-12-04 Convolutions analogiques numériques quantiques pour classification d'images

Publications (1)

Publication Number Publication Date
WO2025120102A1 true WO2025120102A1 (fr) 2025-06-12

Family

ID=94080921

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/EP2024/084954 Pending WO2025120102A1 (fr) 2023-12-06 2024-12-05 Convolutions numériques-analogiques quantiques pour classification d'image

Country Status (1)

Country Link
WO (1) WO2025120102A1 (fr)

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
ANTON SIMEN ET AL: "Digital-analog quantum convolutional neural networks for image classification", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 1 May 2024 (2024-05-01), XP091744353 *
GOLCHHA ROOPA ET AL: "Leveraging Quantum computing for synthetic image generation and recognition with Generative Adversarial Networks and Convolutional Neural Networks", INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY, vol. 16, no. 5, 9 April 2024 (2024-04-09), pages 3149 - 3162, XP093245017, ISSN: 2511-2104, Retrieved from the Internet <URL:https://link.springer.com/article/10.1007/s41870-024-01835-9/fulltext.html> DOI: 10.1007/s41870-024-01835-9 *

Similar Documents

Publication Publication Date Title
WO2025120102A1 (fr) Convolutions numériques-analogiques quantiques pour classification d&#39;image
McCue Music in American Society
Ozcan et al. Recent advances, challenges, and prospects of electrochemical water-splitting technologies for net-zero transition
Ehret The classification of Kuliak'
EP4474868A3 (fr) Procédé de génération d&#39;un nuage de points à haute résolution et procédé d&#39;apprentissage d&#39;un réseau neuronal de synthèse d&#39;image
Longchamp et al. Low-energy electron holographic imaging of gold nanorods supported by ultraclean graphene
Tikunov et al. Spatial analysis of the spread of Covid-19 and its demographic consequences in the regions of the South of European Russia
Zeinalipour-Yazdi et al. Corrigendum to “study of the cap structure of (3, 3),(4, 4) and (5, 5)-SWCNTs: application of the sphere-in-contact model”[Carbon 115 (2017) 819–827]
AT511941A4 (de) Betriebsstoffversorgungssystem für Fahrzeuge mit Kohlendioxidspeicherung
WO2025183713A9 (fr) Procédé de conception de bobines électromagnétiques sensiblement planes à l&#39;aide d&#39;une torsion de courbe en tant que fonction objective
Bambi Correction to: Introduction to General Relativity
Adelvand The Statue of the Current Hor Square, as the Oldest Surviving Urban Sculpture in Tehran Squares
Fontana Conducting polymers as anticorrosive coatings
Donnay et al. Erratum to: Loop-corrected subleading soft theorem and the celestial stress tensor
CN1102768C (zh) 一种用于电子计算机的汉字音形编码输入方法
Hosseini Nami et al. The Potential of Selected Narratives from Tazkirat al-Awliya for Animated Screenplay Writing
WO2026050121A1 (fr) Compositions pour répliquer une matrice d&#39;acide nucléique
Salehzadeh Electrochemical synthesis of water-soluble glutathione protected gold nanoparticles
Арістов et al. Joint investment in creative industries: global experience and opportunities in Ukraine
Sahraoui et al. Preamble: new development on advanced materials for photonics, sensing and energy applications
Swan Sir Joseph Wilson Swan
Shin et al. Line edge roughness characterization using nanotubed-AFM and SEM
Banerjee Girija Shankar Chakraborty: Sincere Contribution of a Doyen towards Hindustani Music
Poole Perceptions of the Changing Adolescent Female Singing Voice
Miroshnichenko et al. Complexity Decompositions in the Problems of Analysis of Ancient Russian Ecclesiastical Chants

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 24828025

Country of ref document: EP

Kind code of ref document: A1