Research graph
References from Graph-embedded discriminative SPD autoencoder for image set classification. Local targets link to admitted publications; unresolved targets remain external evidence.
Covariance descriptors on a Gaussian manifold and their application to image set classification
10.1016/j.patcog.2020.107463 · 2020 · External reference
Discriminative subspace learning via optimization on Riemannian manifold
10.1016/j.patcog.2023.109450 · 2023 · External reference
Prototype learning and collaborative representation using Grassmann manifolds for image set classification
10.1016/j.patcog.2019.107123 · 2020 · External reference
Dimensionality reduction on SPD manifolds: The emergence of geometry-aware methods
10.1109/tpami.2017.2655048 · 2017 · External reference
10.1609/aaai.v31i1.10866
10.1609/aaai.v31i1.10866 · External reference
Unresolved reference
External reference
Learning a better SPD network for signal classification: A Riemannian batch normalization method
10.1109/tnnls.2025.3589362 · 2025 · External reference
Locality preserving projection on SPD matrix Lie group: algorithm and analysis
10.1007/s11432-017-9233-4 · 2018 · External reference
Image-set classification using discriminant neighborhood preserving embedding on Grassmann manifold
10.1016/j.sigpro.2025.110028 · 2025 · External reference
10.1609/aaai.v37i6.25867
10.1609/aaai.v37i6.25867 · External reference
10.1109/cvpr.2012.6247965
10.1109/cvpr.2012.6247965 · External reference
Log-Euclidean metric learning on symmetric positive definite manifold with application to image set classification
2015 · External reference
10.1109/cvpr52734.2025.00776
10.1109/cvpr52734.2025.00776 · External reference
SymNet: A simple symmetric positive definite manifold deep learning method for image set classification
10.1109/tnnls.2020.3044176 · 2021 · External reference
Neighborhood preserving embedding on Grassmann manifold for image-set analysis
10.1016/j.patcog.2021.108335 · 2022 · External reference
Learning adaptive Grassmann neighbors for image-set analysis
10.1016/j.eswa.2024.123316 · 2024 · External reference
10.1609/aaai.v32i1.11725
10.1609/aaai.v32i1.11725 · External reference
Generalized Laplacian eigenmaps
10.52202/068431-2232 · 2022 · External reference
Nonlinear dimensionality reduction by locally linear embedding
10.1126/science.290.5500.2323 · 2000 · External reference
Asil: Augmented structural information learning for deep graph clustering in hyperbolic space
10.1109/tpami.2026.3661424 · 2026 · External reference
Improving augmentation consistency for graph contrastive learning
10.1016/j.patcog.2023.110182 · 2024 · External reference
A discriminative feature learning approach for deep face recognition
2016 · External reference
10.18653/v1/2022.emnlp-main.347
10.18653/v1/2022.emnlp-main.347 · External reference
Length-aware center loss for sequence to sequence Thai scene text recognition
10.1016/j.engappai.2025.112182 · 2025 · External reference
Worst-case discriminative feature learning via max–min ratio analysis
10.1109/tpami.2023.3323453 · 2024 · External reference
10.1109/cvpr52729.2023.01499
10.1109/cvpr52729.2023.01499 · External reference
Toward robust discriminative projections learning against adversarial patch attacks
10.1109/tnnls.2023.3321606 · 2024 · External reference
Dual geometry margin optimization for coupled-noisy robust ensemble learning
10.1109/tpami.2026.3679394 · 2026 · External reference
Symmetric positive definite manifold deep metric learning for bearing fault diagnosis
2026 · External reference
Dimensionality reduction by learning an invariant mapping
2006 · External reference
U-SPDNet: An SPD manifold learning-based neural network for visual classification
10.1016/j.neunet.2022.11.030 · 2023 · External reference
A weighted sparse coding model on product Grassmann manifold for video-based human gesture recognition
10.7717/peerj-cs.923 · 2022 · External reference
Generalized relevance learning Grassmann quantization
10.1109/tpami.2024.3466315 · 2024 · External reference
Dimensionality reduction of SPD data based on Riemannian manifold tangent spaces and local affinity
10.1007/s10489-022-03177-0 · 2023 · External reference
A survey of video-based human action recognition in team sports
10.1007/s10462-024-10934-9 · 2024 · External reference
Efficient augmentation of human action recognition datasets with warped windows
10.1016/j.procs.2022.09.360 · 2022 · External reference
10.1109/cvpr.2015.7298609
10.1109/cvpr.2015.7298609 · External reference
Nested Grassmanns for dimensionality reduction with applications to shape analysis
2021 · External reference
A survey of video-based human action recognition in team sports
10.1007/s10462-024-10934-9 · ExternalCitation · doi-reference
Dimensionality reduction of SPD data based on Riemannian manifold tangent spaces and local affinity
10.1007/s10489-022-03177-0 · ExternalCitation · doi-reference
Locality preserving projection on SPD matrix Lie group: algorithm and analysis
10.1007/s11432-017-9233-4 · ExternalCitation · doi-reference
Length-aware center loss for sequence to sequence Thai scene text recognition
10.1016/j.engappai.2025.112182 · ExternalCitation · doi-reference
Learning adaptive Grassmann neighbors for image-set analysis
10.1016/j.eswa.2024.123316 · ExternalCitation · doi-reference
U-SPDNet: An SPD manifold learning-based neural network for visual classification
10.1016/j.neunet.2022.11.030 · ExternalCitation · doi-reference
Prototype learning and collaborative representation using Grassmann manifolds for image set classification
10.1016/j.patcog.2019.107123 · ExternalCitation · doi-reference
Covariance descriptors on a Gaussian manifold and their application to image set classification
10.1016/j.patcog.2020.107463 · ExternalCitation · doi-reference
Neighborhood preserving embedding on Grassmann manifold for image-set analysis
10.1016/j.patcog.2021.108335 · ExternalCitation · doi-reference
Discriminative subspace learning via optimization on Riemannian manifold
10.1016/j.patcog.2023.109450 · ExternalCitation · doi-reference
Improving augmentation consistency for graph contrastive learning
10.1016/j.patcog.2023.110182 · ExternalCitation · doi-reference
Efficient augmentation of human action recognition datasets with warped windows
10.1016/j.procs.2022.09.360 · ExternalCitation · doi-reference
Image-set classification using discriminant neighborhood preserving embedding on Grassmann manifold
10.1016/j.sigpro.2025.110028 · ExternalCitation · doi-reference
10.1109/cvpr.2012.6247965
10.1109/cvpr.2012.6247965 · ExternalCitation · doi-reference
10.1109/cvpr.2015.7298609
10.1109/cvpr.2015.7298609 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.01499
10.1109/cvpr52729.2023.01499 · ExternalCitation · doi-reference
10.1109/cvpr52734.2025.00776
10.1109/cvpr52734.2025.00776 · ExternalCitation · doi-reference
SymNet: A simple symmetric positive definite manifold deep learning method for image set classification
10.1109/tnnls.2020.3044176 · ExternalCitation · doi-reference
Toward robust discriminative projections learning against adversarial patch attacks
10.1109/tnnls.2023.3321606 · ExternalCitation · doi-reference
Learning a better SPD network for signal classification: A Riemannian batch normalization method
10.1109/tnnls.2025.3589362 · ExternalCitation · doi-reference
Dimensionality reduction on SPD manifolds: The emergence of geometry-aware methods
10.1109/tpami.2017.2655048 · ExternalCitation · doi-reference
Worst-case discriminative feature learning via max–min ratio analysis
10.1109/tpami.2023.3323453 · ExternalCitation · doi-reference
Generalized relevance learning Grassmann quantization
10.1109/tpami.2024.3466315 · ExternalCitation · doi-reference
Asil: Augmented structural information learning for deep graph clustering in hyperbolic space
10.1109/tpami.2026.3661424 · ExternalCitation · doi-reference
Dual geometry margin optimization for coupled-noisy robust ensemble learning
10.1109/tpami.2026.3679394 · ExternalCitation · doi-reference
Nonlinear dimensionality reduction by locally linear embedding
10.1126/science.290.5500.2323 · ExternalCitation · doi-reference
10.1609/aaai.v31i1.10866
10.1609/aaai.v31i1.10866 · ExternalCitation · doi-reference
10.1609/aaai.v32i1.11725
10.1609/aaai.v32i1.11725 · ExternalCitation · doi-reference
10.1609/aaai.v37i6.25867
10.1609/aaai.v37i6.25867 · ExternalCitation · doi-reference
10.18653/v1/2022.emnlp-main.347
10.18653/v1/2022.emnlp-main.347 · ExternalCitation · doi-reference
Generalized Laplacian eigenmaps
10.52202/068431-2232 · ExternalCitation · doi-reference
A weighted sparse coding model on product Grassmann manifold for video-based human gesture recognition
10.7717/peerj-cs.923 · ExternalCitation · doi-reference