Results 121 to 130 of about 2,977,466 (210)

Quantum-enhanced satellite image classification

CoRR
We demonstrate the application of a quantum feature extraction method to enhance multi-class image classification for space applications. By harnessing the dynamics of many-body spin Hamiltonians, the method generates expressive quantum features that, when combined with classical processing, lead to quantum-enhanced classification accuracy.
Qi Zhang, Anton Simen, Carlos Flores-Garrigos, Gabriel Alvarado Barrios, Paolo A. Erdman, Enrique Solano, Aaron C. Kemp, Vincent Beltrani, Vedangi Pathak, Hamed Mohammadbagherpoor   +9 more
openaire   +2 more sources

H-QNN: A Hybrid Quantum–Classical Neural Network for Improved Binary Image Classification

AI
Image classification is an important application for deep learning. With the advent of quantum technology, quantum neural networks (QNNs) have become the focus of research.
Muhammad Asfand Hafeez, Arslan Munir, Hayat Ullah   +2 more
doaj   +1 more source

Does Quantum Mechanics Breed Larger, More Intricate Quantum Theories? The Case for Experience-Centric Quantum Theory and the Interactome of Quantum Theories

We pose and address the radical question of whether quantum mechanics, known for its firm internal structure and enormous empirical success, carries in itself the genomes of larger quantum theories that have higher internal intricacy and phenomenological
Tavanfar, Alireza, Sahar Alipour, Ali T. Rezakhani, Rezakhani, Ali T., Alireza Tavanfar, Alipour, Sahar   +5 more
core   +1 more source

Pattern Classification Using a Quantum System We

, 2008
consider and compare three approaches to quantum pattern classification, presenting empirical results from ...

core  

Guided quantum compression for high dimensional data classification

Machine Learning: Science and Technology
Quantum machine learning provides a fundamentally different approach to analyzing data. However, many interesting datasets are too complex for currently available quantum computers.
Vasilis Belis, Patrick Odagiu, Michele Grossi, Florentin Reiter, Günther Dissertori, Sofia Vallecorsa   +5 more
doaj   +1 more source

Realizing ultrahigh capacity quantum superdense coding on quantum photonic chip

Quantum superdense coding provides a compelling solution to enhance the channel capacity compared with classical coding, which plays a vital role in quantum networks.
Karim, Muhammad Faeyz, Song, Q, Song, Qinghua, Zhu, Huihui, Zhou, Xiaoqi, Luo, W, Luo, X, Zhou, X, Karim, MF, Zhu, H, Gao, F, Li, Yuan, Cai, H, Kwek, LC, Wu, Xiang, Liu, Ai Qun, Luo, Xianshu, Li, Y, Liu, AQ, Luo, Wei, Wu, X, Gao, Feng, Cai, Hong, Kwek, Leong Chuan   +23 more
core   +1 more source

Federated Quantum Machine Learning over Satellite Networks: Toward Scalable Distributed Quantum Classification. [PDF]

Entropy (Basel)
Boschero JC, Oancea RA, Mazzarella L, Doeleman H, Cramer S.   +4 more
europepmc   +1 more source

Strategic Data Re-Uploads: A Pathway to Improved Quantum Classification Data Re-Uploading Strategies for Improved Quantum Classifier Performance. [PDF]

Entropy (Basel)
Aminpour S, Banad YM, Sharif SS.
europepmc   +1 more source

A New Quantum CNN Model for Image Classification [PDF]

Quantum density matrix represents all the information of the entire quantum system, and novel models of meaning employing density matrices naturally model linguistic phenomena such as hyponymy and linguistic ambiguity, among others in quantum question ...
Chen, T. L., Zhao, X. Q.
core  

Near-Term Quantum Classification Algorithms Applied to Antimalarial Drug Discovery. [PDF]

J Chem Inf Model
Dorsey MA, Dsouza K, Ranganath D, Harris JS, Lane TR, Urbina F, Ekins S.   +6 more
europepmc   +1 more source