Quaternion Convolutional Neural Networks

2 March 2019

Papers citing "Quaternion Convolutional Neural Networks"

44 / 44 papers shown

Title
Underwater Image Restoration Through a Prior Guided Hybrid Sense Approach and Extensive Benchmark Analysis Xiaojiao Guo Xuhang Chen Shuqiang Wang Chi-Man Pun 31 5 0 06 Jan 2025
Learning Characteristics of Reverse Quaternion Neural Network Shogo Yamauchi Tohru Nitta Takaaki Ohnishi 26 0 0 01 Nov 2024
Improving Quaternion Neural Networks with Quaternionic Activation Functions Johannes Pöppelbaum Andreas Schwung 26 1 0 24 Jun 2024
Quaternion Generative Adversarial Neural Networks and Applications to Color Image Inpainting Duan Wang Dandan Zhu Meixiang Zhao Zhigang Jia GAN 34 1 0 17 Jun 2024
An Intrinsic Vector Heat Network Alexander Gao Maurice Chu Mubbasir Kapadia Ming C. Lin Hsueh-Ti Derek Liu AI4CE 34 0 0 14 Jun 2024
Time Series Compression using Quaternion Valued Neural Networks and Quaternion Backpropagation Johannes Pöppelbaum Andreas Schwung AI4TS 26 1 0 18 Mar 2024
A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications Jiaqi Han Jiacheng Cen Liming Wu Zongzhao Li Xiangzhe Kong ... Zhewei Wei Deli Zhao Yu Rong Wenbing Huang Wenbing Huang AI4CE 34 20 0 01 Mar 2024
Quaternion recurrent neural network with real-time recurrent learning and maximum correntropy criterion Pauline Bourigault Dongpo Xu Danilo P. Mandic 27 0 0 22 Feb 2024
Color Equivariant Convolutional Networks A. Lengyel Ombretta Strafforello Robert-Jan Bruintjes Alexander Gielisse J. C. V. Gemert 24 4 0 30 Oct 2023
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 28 4 0 13 Aug 2023
Quaternion Convolutional Neural Networks: Current Advances and Future Directions Gerardo Altamirano-Gomez C. Gershenson 20 3 0 17 Jul 2023
Syntax-Aware Complex-Valued Neural Machine Translation Yang Liu Yuexian Hou 20 1 0 17 Jul 2023
On the Matrix Form of the Quaternion Fourier Transform and Quaternion Convolution Quaternion Convolution Giorgos Sfikas 15 0 0 04 Jul 2023
Clifford Group Equivariant Neural Networks David Ruhe Johannes Brandstetter Patrick Forré 29 35 0 18 May 2023
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Zewen Zheng Guoheng Huang Xiaochen Yuan Chi-Man Pun Hongzhi Liu Wing-Kuen Ling 30 22 0 12 May 2023
Q-RBSA: High-Resolution 3D EBSD Map Generation Using An Efficient Quaternion Transformer Network Devendra K. Jangid Neal R. Brodnik M. Echlin T. Pollock Samantha Daly B. S. Manjunath 25 7 0 19 Mar 2023
Noncommutative $C^$ -algebra Net: Learning Neural Networks with Powerful Product Structure in $C^$ -algebra Ryuichiro Hataya Yuka Hashimoto 42 4 0 26 Jan 2023
Pneumonia Detection in Chest X-Ray Images : Handling Class Imbalance Wardah Ali Eesha Qureshi Omama Ahmed Farooqi Rizwan Ahmed Khan 12 5 0 20 Jan 2023
Enhancing ResNet Image Classification Performance by using Parameterized Hypercomplex Multiplication Nazmul Shahadat Anthony Maida 25 6 0 11 Jan 2023
Clifford Neural Layers for PDE Modeling Johannes Brandstetter Rianne van den Berg Max Welling Jayesh K. Gupta AI4CE 62 80 0 08 Sep 2022
Color Image Inpainting via Robust Pure Quaternion Matrix Completion: Error Bound and Weighted Loss Junren Chen Michael Kwok-Po Ng 16 20 0 04 Feb 2022
Two-view Graph Neural Networks for Knowledge Graph Completion Vinh Tong D. Q. Nguyen Dinh Q. Phung Dat Quoc Nguyen 3DV 6 4 0 16 Dec 2021
Quaternion-Valued Convolutional Neural Network Applied for Acute Lymphoblastic Leukemia Diagnosis M. Granero Cristhian Xavier Hernández Marcos Eduardo Valle 11 4 0 13 Dec 2021
Quaternion-Based Graph Convolution Network for Recommendation Yaxing Fang Pengpeng Zhao Guanfeng Liu Yanchi Liu Victor S. Sheng Lei Zhao Xiaofang Zhou GNN 17 2 0 20 Nov 2021
Speech Emotion Recognition System by Quaternion Nonlinear Echo State Network Fatemeh Daneshfar S. J. Kabudian 12 0 0 14 Nov 2021
Speech Emotion Recognition Using Quaternion Convolutional Neural Networks Aneesh Muppidi Martin H. Radfar 20 46 0 31 Oct 2021
HopfE: Knowledge Graph Representation Learning using Inverse Hopf Fibrations Anson Bastos Kuldeep Singh Abhishek Nadgeri Saeedeh Shekarpour I. Mulang' Johannes Hoffart 22 18 0 12 Aug 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers Rabeeh Karimi Mahabadi James Henderson Sebastian Ruder MoE 49 467 0 08 Jun 2021
RingCNN: Exploiting Algebraically-Sparse Ring Tensors for Energy-Efficient CNN-Based Computational Imaging Chao-Tsung Huang 32 10 0 19 Apr 2021
Quaternion Factorization Machines: A Lightweight Solution to Intricate Feature Interaction Modelling Tong Chen Hongzhi Yin Xiangliang Zhang Zi Huang Yang Wang Meng Wang 30 12 0 05 Apr 2021
A Survey of Orthogonal Moments for Image Representation: Theory, Implementation, and Evaluation Shuren Qi Yushu Zhang Chao Wang Jiantao Zhou Xiaochun Cao 16 53 0 27 Mar 2021
Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters Aston Zhang Yi Tay Shuai Zhang Alvin Chan A. Luu S. Hui Jie Fu MQ 179 83 0 17 Feb 2021
Predicting Rigid Body Dynamics using Dual Quaternion Recurrent Neural Networks with Quaternion Attention Johannes Pöppelbaum Andreas Schwung 11 13 0 17 Nov 2020
All-Weather Object Recognition Using Radar and Infrared Sensing Marcel Sheeny 27 1 0 30 Oct 2020
QuatRE: Relation-Aware Quaternions for Knowledge Graph Embeddings D. Q. Nguyen Thanh Vu T. Nguyen Dinh Q. Phung 15 32 0 26 Sep 2020
Quaternion-Based Self-Attentive Long Short-Term User Preference Encoding for Recommendation T. Tran Di You Kyumin Lee 21 13 0 31 Aug 2020
Quaternion Graph Neural Networks D. Q. Nguyen T. Nguyen Dinh Q. Phung GNN 25 32 0 12 Aug 2020
Rotation-Invariant Gait Identification with Quaternion Convolutional Neural Networks Bowen Jing Vinay Prabhu Angela Gu John Whaley 11 2 0 04 Aug 2020
Quaternion Capsule Networks B. Özcan Furkan Kinli Mustafa Furkan Kıraç 3DPC 14 6 0 08 Jul 2020
Quaternion Product Units for Deep Learning on 3D Rotation Groups Xuan Zhang S. Qin Yi Tian Xu Hongteng Xu 22 17 0 17 Dec 2019
Compressing deep quaternion neural networks with targeted regularization Riccardo Vecchi Simone Scardapane Danilo Comminiello A. Uncini 20 20 0 26 Jul 2019
Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks Yi Tay Aston Zhang Anh Tuan Luu J. Rao Shuai Zhang Shuohang Wang Jie Fu S. Hui 23 55 0 11 Jun 2019
Modeling Human Motion with Quaternion-based Neural Networks Dario Pavllo Christoph Feichtenhofer Michael Auli David Grangier 3DH 25 173 0 21 Jan 2019
Quaternion Convolutional Neural Networks for Heterogeneous Image Processing Titouan Parcollet Mohamed Morchid G. Linarès 140 93 0 31 Oct 2018