Lifelong machine learning with deep streaming linear discriminant analysis

TL Hayes, C Kanan - … of the IEEE/CVF conference on …, 2020 - openaccess.thecvf.com
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - 2020 IEEE/CVF Conference on Computer Vision …, 2020 - computer.org
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

T Hayes, C Kanan - CVPR Workshop on Continual Learning in …, 2020 - par.nsf.gov
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - tyler-hayes.github.io
❖ SLDA stores a running mean per class (𝜇𝑘) and a tied covariance matrix (Σ).❖ We
compute the precision matrix Λ= 1− 𝜖 Σ+ 𝜖𝐼− 1.❖ Predictions are made by assigning to an …

Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - 2020 IEEE/CVF Conference on Computer …, 2020 - ieeexplore.ieee.org
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - arXiv preprint arXiv:1909.01520, 2019 - arxiv.org
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

[PDF][PDF] Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - arXiv preprint arXiv:1909.01520, 2019 - researchgate.net
When a robot acquires new information, ideally it would immediately be capable of using
that information to understand its environment. While deep neural networks are now widely …

[PDF][PDF] Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - scholar.archive.org
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

[PDF][PDF] Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - openaccess.thecvf.com
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …

Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis

TL Hayes, C Kanan - arXiv e-prints, 2019 - ui.adsabs.harvard.edu
When an agent acquires new information, ideally it would immediately be capable of using
that information to understand its environment. This is not possible using conventional deep …