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GitHub topics: subspace-learning

feyzaakyurek/subspace-reg

Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification

Language: Python - Size: 66.6 MB - Last synced at: 4 days ago - Pushed at: almost 2 years ago - Stars: 29 - Forks: 2

andrewssobral/lrslibrary

Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos

Language: MATLAB - Size: 61.8 MB - Last synced at: 11 days ago - Pushed at: about 2 years ago - Stars: 853 - Forks: 377

LLNL/libROM

Data-driven model reduction library with an emphasis on large scale parallelism and linear subspace methods

Language: C++ - Size: 54.4 MB - Last synced at: 12 days ago - Pushed at: about 1 month ago - Stars: 216 - Forks: 38

ZacharyVarley/ApproxPCATorch

Oja and implicit Krasulina approaches to batched approximate top-k PCA estimation.

Language: Python - Size: 647 KB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

EnnengYang/DFGP

Data Augmented Flatness-aware Gradient Projection for Continual Learning. ICCV, 2023.

Language: Python - Size: 115 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 4 - Forks: 0

andrewssobral/imtsl

IMTSL - Incremental and Multi-feature Tensor Subspace Learning

Language: MATLAB - Size: 799 KB - Last synced at: 10 days ago - Pushed at: about 4 years ago - Stars: 35 - Forks: 27

DTUComputeStatisticsAndDataAnalysis/MBPLS

(Multiblock) Partial Least Squares Regression for Python

Language: Python - Size: 16.6 MB - Last synced at: 1 day ago - Pushed at: over 5 years ago - Stars: 30 - Forks: 7

kisungyou/Rdimtools

Dimension Reduction and Estimation Methods

Language: R - Size: 90.4 MB - Last synced at: 14 days ago - Pushed at: over 2 years ago - Stars: 52 - Forks: 10

Js2Hou/Subspace-Regression-based-Face-Recognition

We implement some sparse representation based face recognition algorithms here, including LRC, SRC, CRC, ESRC and etc.

Language: Jupyter Notebook - Size: 32.5 MB - Last synced at: 15 days ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 1

haeriamin/Subspace-Graph-Physics

Subspace Graph Physics

Language: Python - Size: 340 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 9 - Forks: 5

ma-ath/subspyces

Subspaces in Python!

Language: Python - Size: 800 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

flatironinstitute/online_psp_matlab

Benchmark of online PCA algorithms

Language: Matlab - Size: 52 MB - Last synced at: 15 days ago - Pushed at: over 6 years ago - Stars: 22 - Forks: 5

fahadsohrab/essvdd

Ellipsoidal Subspace Support Vector Data Description

Language: MATLAB - Size: 307 KB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 3

fahadsohrab/mssvdd

Multimodal Subspace Support Vector Data Description

Language: MATLAB - Size: 283 KB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 3

fahadsohrab/ssvdd

Subspace Support Vector Data Description

Language: MATLAB - Size: 315 KB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 2

taozh2017/DSS-MSC

Dual Shared-Specific Multiview Subspace Clustering

Language: MATLAB - Size: 568 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 7 - Forks: 3

praneethmurthy/distributed-pca

MATLAB implementation of "Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data", IEEE Transactions on Signal Processing, Jun 2022.

Language: MATLAB - Size: 133 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 4

praneethmurthy/NORST

MATLAB implementation of "Nearly Optimal Robust Subspace Tracking", ICML 2018. Longer version to appear in IEEE Journal of Selected Areas in Information Theory, 2020.

Language: MATLAB - Size: 75.2 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 8 - Forks: 4

adigasu/Dynamic_subspace_learners

A novel dynamic learning strategy that overcomes the empirical search of an optimal number of subspace learners in multiple metric learners.

Language: Python - Size: 903 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

andylamp/moses

Streaming, Memory-Limited, r-truncated SVD Revisited!

Language: MATLAB - Size: 4.5 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 19 - Forks: 1

guanyuelee/PmSFC

We use self-expressive layer to learn the affinity matrix of the hidden space of a generator, and we found subspace in GAN. Also we propsed a subspace-based high-fidelity GAN inversion model.

Language: Python - Size: 76.7 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 0

hiroyuki-kasai/OLSTEC

OnLine Low-rank Subspace tracking by TEnsor CP Decomposition in Matlab: Version 1.0.1

Language: MATLAB - Size: 46.5 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 30 - Forks: 12

bghojogh/Prototype-Selection-Matrix-Decomposition

The code for prototype selection and instance ranking using matrix decomposition and subspace learning

Language: Python - Size: 23.4 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

thanhtbt/RST

[IEEE TSP 2021] “Robust Subspace Tracking with Missing Data and Outliers: Novel Algorithm with Convergence Guarantee”. IEEE Transactions on Signal Processing, 2021.

Language: MATLAB - Size: 5.83 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 10 - Forks: 3

neelabhro/Subspace-Learning-for-Person-Re-identification

We propose a global and local feature transformation method for PRID. The global feature transformation matrix projects the data from different cameras to a common space. We further hypothesize that a latent basis matrix can be learnt in this space which represents the shared structure between different cameras using matrix factorization.

Language: MATLAB - Size: 24.8 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 1

liaopeiyuan/Subspace-Learning

models/scripts for subspace learning written in MATLAB (2018 Yau Award CS Bronze)

Language: MATLAB - Size: 1.1 GB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 3

Related Keywords
subspace-learning 26 matlab 5 pca 4 machine-learning 4 subspace-tracking 4 one-class-classification 3 matrix-completion 3 matrix-factorization 3 dimensionality-reduction 3 tensor 3 online-learning 2 online-pca-algorithms 2 background-subtraction 2 pca-analysis 2 principal-component-analysis 2 streaming-data 2 tensor-decomposition 2 clustering 2 machine-learning-algorithms 2 anamoly-detection 2 continual-learning 2 pytorch 2 weakly-supervised-segmentation 1 online-algorithms 1 multiple-metric-learners 1 streaming 1 streaming-algorithms 1 subspace-identification 1 svd 1 gan-inversion 1 cp-decomposition 1 image-retrieval 1 deep-metric-learning 1 subspace-analysis 1 robust-pca 1 icml-2018 1 over-the-air 1 federated-learning 1 subspace-clustering 1 multiview 1 multi-view 1 svdd 1 one-class-learning 1 robotics 1 paper-implementations 1 neural-network 1 manipulator-workspace-mapping 1 deep-neural-networks 1 reidentification 1 metric-learning 1 outliers 1 missing-data 1 admm 1 qr-decomposition 1 prototype-selection 1 nmf-decomposition 1 matrix-decomposition 1 instance-ranking 1 fisher-discriminant-analysis 1 dictionary-learning 1 data-reduction 1 tensor-cp-decomposition 1 stochastic-gradient-descent 1 sequential-data-analysis 1 petrels 1 low-rank-factorization 1 large 1 grouse 1 grasta 1 gradient-descent-algorithm 1 sharpness-aware-minimization 1 orthogonal-projection 1 gradient-projection 1 data-augmentation 1 catastrophic-forgetting 1 subspace-decomposition 1 stochastic-optimization 1 pytorch-implementation 1 incremental-pca 1 eigenface 1 simulation 1 scientific 1 reduced-order-models 1 parallel-computing 1 modeling 1 model-reduction 1 math-physics 1 large-scale 1 rpca 1 matrix 1 incremental-learning 1 image-classification 1 few-shot-learning 1 computer-vision 1 class-incremental-learning 1 multimodal-one-class-classification 1 multimodal 1 anomaly-detection 1 real-time 1 physics-simulation 1