Deep Quaternion Networks

13 December 2017

Papers citing "Deep Quaternion Networks"

29 / 29 papers shown

Title
Graph Neural Networks at a Fraction Rucha Bhalchandra Joshi Sagar Prakash Barad Nidhi Tiwari Subhankar Mishra GNN 102 0 0 10 Feb 2025
Understanding Vector-Valued Neural Networks and Their Relationship with Real and Hypercomplex-Valued Neural Networks Marcos Eduardo Valle 19 3 0 14 Sep 2023
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 28 4 0 13 Aug 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
Enhancing ResNet Image Classification Performance by using Parameterized Hypercomplex Multiplication Nazmul Shahadat Anthony Maida 25 6 0 11 Jan 2023
Acute Lymphoblastic Leukemia Detection Using Hypercomplex-Valued Convolutional Neural Networks Guilherme Vieira Marcos Eduardo Valle 29 18 0 26 May 2022
Multi-View Hypercomplex Learning for Breast Cancer Screening Eleonora Lopez Eleonora Grassucci Martina Valleriani Danilo Comminiello 28 8 0 12 Apr 2022
Learning Speech Emotion Representations in the Quaternion Domain E. Guizzo Tillman Weyde Simone Scardapane Danilo Comminiello 21 18 0 05 Apr 2022
The Unsurprising Effectiveness of Pre-Trained Vision Models for Control Simone Parisi Aravind Rajeswaran Senthil Purushwalkam Abhinav Gupta LM&Ro 31 187 0 07 Mar 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
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
PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions Eleonora Grassucci Aston Zhang Danilo Comminiello 25 38 0 08 Oct 2021
Convolutional Filtering and Neural Networks with Non Commutative Algebras Alejandro Parada-Mayorga Landon Butler Alejandro Ribeiro 27 10 0 23 Aug 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers Rabeeh Karimi Mahabadi James Henderson Sebastian Ruder MoE 49 468 0 08 Jun 2021
Quaternion Generative Adversarial Networks Eleonora Grassucci Edoardo Cicero Danilo Comminiello 19 33 0 19 Apr 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
Traffic flow prediction using Deep Sedenion Networks Alabi Bojesomo P. Liatsis Hasan Al Marzouqi 26 10 0 07 Dec 2020
A Quaternion-Valued Variational Autoencoder Eleonora Grassucci Danilo Comminiello A. Uncini DRL 20 21 0 22 Oct 2020
Resonant Machine Learning Based on Complex Growth Transform Dynamical Systems Oindrila Chatterjee S. Chakrabartty 19 7 0 15 Aug 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
Quaternion Convolutional Neural Networks Xuanyu Zhu Yi Tian Xu Hongteng Xu Changjian Chen 16 151 0 02 Mar 2019
Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events Danilo Comminiello Marco Lella Simone Scardapane A. Uncini 3DPC 11 58 0 17 Dec 2018
Quaternion Convolutional Neural Networks for Heterogeneous Image Processing Titouan Parcollet Mohamed Morchid G. Linarès 140 93 0 31 Oct 2018
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition Titouan Parcollet Yuhang Zhang Mohamed Morchid C. Trabelsi G. Linarès R. Mori Yoshua Bengio 18 98 0 20 Jun 2018
Quaternion Recurrent Neural Networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès C. Trabelsi R. Mori Yoshua Bengio 13 129 0 12 Jun 2018
QuaterNet: A Quaternion-based Recurrent Model for Human Motion Dario Pavllo David Grangier Michael Auli 3DH 17 259 0 16 May 2018