research
∙
07/16/2023
Householder Projector for Unsupervised Latent Semantics Discovery
Generative Adversarial Networks (GANs), especially the recent style-base...
share
research
∙
05/18/2023
Riemannian Multiclass Logistics Regression for SPD Neural Networks
Deep neural networks for learning symmetric positive definite (SPD) matr...
research
∙
04/25/2023
Latent Traversals in Generative Models as Potential Flows
Despite the significant recent progress in deep generative models, the u...
research
∙
03/26/2023
Adaptive Riemannian Metrics on SPD Manifolds
Symmetric Positive Definite (SPD) matrices have received wide attention ...
research
∙
12/11/2022
Orthogonal SVD Covariance Conditioning and Latent Disentanglement
Inserting an SVD meta-layer into neural networks is prone to make the co...
research
∙
09/18/2022
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection
The task of out-of-distribution (OOD) detection is crucial for deploying...
research
∙
07/09/2022
Batch-efficient EigenDecomposition for Small and Medium Matrices
EigenDecomposition (ED) is at the heart of many computer vision algorith...
research
∙
07/05/2022
Improving Covariance Conditioning of the SVD Meta-layer by Orthogonality
Inserting an SVD meta-layer into neural networks is prone to make the co...
research
∙
05/26/2022
On the Eigenvalues of Global Covariance Pooling for Fine-grained Visual Recognition
The Fine-Grained Visual Categorization (FGVC) is challenging because the...
research
∙
05/25/2022
Breaking the Chain of Gradient Leakage in Vision Transformers
User privacy is of great concern in Federated Learning, while Vision Tra...
research
∙
04/11/2022
PICASSO: Unleashing the Potential of GPU-centric Training for Wide-and-deep Recommender Systems
The development of personalized recommendation has significantly improve...
research
∙
02/08/2022
Disentangle Saliency Detection into Cascaded Detail Modeling and Body Filling
Salient object detection has been long studied to identify the most visu...
research
∙
01/29/2022
Fast Differentiable Matrix Square Root and Inverse Square Root
Computing the matrix square root and its inverse in a differentiable man...
research
∙
01/21/2022
Fast Differentiable Matrix Square Root
Computing the matrix square root or its inverse in a differentiable mann...
research
∙
05/06/2021