Li Liu

Orcid: 0000-0002-2011-2873

Affiliations:
  • University of Oulu, Center for Machine Vision and Signal Analysis, Oulu, Finland (since 2016)
  • Chinese University of Hong Kong, Multimedia Laboratory, Hong Kong (2015-2016)
  • National University of Defense Technology, Changsha, China (PhD 2012)
  • University of Waterloo, Canada (2008-2010)


According to our database1, Li Liu authored at least 162 papers between 2009 and 2024.

Collaborative distances:

Timeline

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Bibliography

2024
PMSA-DyTr: Prior-Modulated and Semantic-Aligned Dynamic Transformer for Strip Steel Defect Detection.
IEEE Trans. Ind. Informatics, April, 2024

Revisiting Computer-Aided Tuberculosis Diagnosis.
IEEE Trans. Pattern Anal. Mach. Intell., April, 2024

Audio-Visual Kinship Verification: A New Dataset and a Unified Adaptive Adversarial Multimodal Learning Approach.
IEEE Trans. Cybern., March, 2024

Editorial: Learning With Fewer Labels in Computer Vision.
IEEE Trans. Pattern Anal. Mach. Intell., March, 2024

3D Face Recognition: Two Decades of Progress and Prospects.
ACM Comput. Surv., March, 2024

Image Regression With Structure Cycle Consistency for Heterogeneous Change Detection.
IEEE Trans. Neural Networks Learn. Syst., February, 2024

Improved (Related-Key) Differential-Based Neural Distinguishers for SIMON and SIMECK Block Ciphers.
Comput. J., February, 2024

Rethinking Few-Shot Class-Incremental Learning With Open-Set Hypothesis in Hyperbolic Geometry.
IEEE Trans. Multim., 2024

Enhancing Information Maximization With Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning.
IEEE Trans. Image Process., 2024

CDDNet: Camouflaged Defect Detection Network for Steel Surface.
IEEE Trans. Instrum. Meas., 2024

Azimuth-Aware Subspace Classifier for Few-Shot Class-Incremental SAR ATR.
IEEE Trans. Geosci. Remote. Sens., 2024

An Azimuth Aware Deep Reinforcement Learning Framework for Active SAR Target Recognition.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Open Set Recognition and Category Discovery Framework for SAR Target Classification Based on K-Contrast Loss and Deep Clustering.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Conditional Random Field-Based Adversarial Attack Against SAR Target Detection.
IEEE Geosci. Remote. Sens. Lett., 2024

Data Distribution Loss for Imbalanced SAR Vehicle Target Recognition.
IEEE Geosci. Remote. Sens. Lett., 2024

An Autonomous Feature Detection Method of Slow Small Targets on Sea Surface Based on Contextual Bandit.
IEEE Geosci. Remote. Sens. Lett., 2024

An Integrated Network for SA-ISAR Image Processing With Adaptive Denoising and Super-Resolution Modules.
IEEE Geosci. Remote. Sens. Lett., 2024

Towards Assessing the Synthetic-to-Measured Adversarial Vulnerability of SAR ATR.
CoRR, 2024

2023
A Model-Agnostic Approach to Mitigate Gradient Interference for Multi-Task Learning.
IEEE Trans. Cybern., December, 2023

Lightweight Pixel Difference Networks for Efficient Visual Representation Learning.
IEEE Trans. Pattern Anal. Mach. Intell., December, 2023

Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations.
ACM Trans. Multim. Comput. Commun. Appl., November, 2023

Unbiased Scene Graph Generation via Two-Stage Causal Modeling.
IEEE Trans. Pattern Anal. Mach. Intell., October, 2023

Late Fusion Multiple Kernel Clustering With Proxy Graph Refinement.
IEEE Trans. Neural Networks Learn. Syst., August, 2023

Deep Learning for Instance Retrieval: A Survey.
IEEE Trans. Pattern Anal. Mach. Intell., June, 2023

New Wine Old Bottles: Feistel Structure Revised.
IEEE Trans. Inf. Theory, March, 2023

Azimuth-Aware Discriminative Representation Learning for Semi-Supervised Few-Shot SAR Vehicle Recognition.
Remote. Sens., January, 2023

Importance-Aware Information Bottleneck Learning Paradigm for Lip Reading.
IEEE Trans. Multim., 2023

Uncertainty-Guided Semi-Supervised Few-Shot Class-Incremental Learning With Knowledge Distillation.
IEEE Trans. Multim., 2023

Lifelong Fine-Grained Image Retrieval.
IEEE Trans. Multim., 2023

Rain-Like Layer Removal From Hot-Rolled Steel Strip Based on Attentive Dual Residual Generative Adversarial Network.
IEEE Trans. Instrum. Meas., 2023

Few-Shot Class-Incremental SAR Target Recognition via Cosine Prototype Learning.
IEEE Trans. Geosci. Remote. Sens., 2023

Incorporating Deep Background Prior Into Model-Based Method for Unsupervised Moving Vehicle Detection in Satellite Videos.
IEEE Trans. Geosci. Remote. Sens., 2023

Structural Regression Fusion for Unsupervised Multimodal Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2023

Hierarchical Disentanglement-Alignment Network for Robust SAR Vehicle Recognition.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Redundancy-Reduced Sparsity-Based Adaptive Beamforming for Polarization-Sensitive Arrays.
IEEE Signal Process. Lett., 2023

Learning Invariant Representation Via Contrastive Feature Alignment for Clutter Robust SAR ATR.
IEEE Geosci. Remote. Sens. Lett., 2023

ARBiBench: Benchmarking Adversarial Robustness of Binarized Neural Networks.
CoRR, 2023

Deep Intellectual Property: A Survey.
CoRR, 2023

Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution.
CoRR, 2023

Learning Invariant Representation via Contrastive Feature Alignment for Clutter Robust SAR Target Recognition.
CoRR, 2023

Mapping Degeneration Meets Label Evolution: Learning Infrared Small Target Detection with Single Point Supervision.
CoRR, 2023

Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental Learning.
CoRR, 2023

From Local Binary Patterns to Pixel Difference Networks for Efficient Visual Representation Learning.
Proceedings of the Image Analysis - 22nd Scandinavian Conference, 2023

BS3D: Building-Scale 3D Reconstruction from RGB-D Images.
Proceedings of the Image Analysis - 22nd Scandinavian Conference, 2023

Score-based causal feature selection for cancer risk prediction.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2023

Variational Information Bottleneck for Cross Domain Object Detection.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2023

2022
Adaptive Semantic-Spatio-Temporal Graph Convolutional Network for Lip Reading.
IEEE Trans. Multim., 2022

Informative Feature Disentanglement for Unsupervised Domain Adaptation.
IEEE Trans. Multim., 2022

Feature Estimations Based Correlation Distillation for Incremental Image Retrieval.
IEEE Trans. Multim., 2022

Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection.
IEEE Trans. Multim., 2022

CAT-EDNet: Cross-Attention Transformer-Based Encoder-Decoder Network for Salient Defect Detection of Strip Steel Surface.
IEEE Trans. Instrum. Meas., 2022

Attentional Feature Refinement and Alignment Network for Aircraft Detection in SAR Imagery.
IEEE Trans. Geosci. Remote. Sens., 2022

Domain Knowledge Powered Two-Stream Deep Network for Few-Shot SAR Vehicle Recognition.
IEEE Trans. Geosci. Remote. Sens., 2022

Hyperspectral Estimation of Soil Copper Concentration Based on Improved TabNet Model in the Eastern Junggar Coalfield.
IEEE Trans. Geosci. Remote. Sens., 2022

Graph Signal Processing for Heterogeneous Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

Scattering Model Guided Adversarial Examples for SAR Target Recognition: Attack and Defense.
IEEE Trans. Geosci. Remote. Sens., 2022

Dynamic Sparse Subspace Clustering for Evolving High-Dimensional Data Streams.
IEEE Trans. Cybern., 2022

Deep Ladder-Suppression Network for Unsupervised Domain Adaptation.
IEEE Trans. Cybern., 2022

Local Motion and Contrast Priors Driven Deep Network for Infrared Small Target Superresolution.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

An Empirical Study of Fully Black-Box and Universal Adversarial Attack for SAR Target Recognition.
Remote. Sens., 2022

Scale-selective and noise-robust extended local binary pattern for texture classification.
Pattern Recognit., 2022

Coarse-to-fine pseudo supervision guided meta-task optimization for few-shot object classification.
Pattern Recognit., 2022

DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos.
IEEE Geosci. Remote. Sens. Lett., 2022

Speckle-Variant Attack: Toward Transferable Adversarial Attack to SAR Target Recognition.
IEEE Geosci. Remote. Sens. Lett., 2022

Facial Kinship Verification: A Comprehensive Review and Outlook.
Int. J. Comput. Vis., 2022

Improved Neural Distinguishers with (Related-key) Differentials: Applications in SIMON and SIMECK.
IACR Cryptol. ePrint Arch., 2022

Selecting pseudo supervision for unsupervised domain adaptive SAR target classification.
EURASIP J. Adv. Signal Process., 2022

Boosting Binary Neural Networks via Dynamic Thresholds Learning.
CoRR, 2022

CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection.
CoRR, 2022

Graph Signal Processing for Heterogeneous Change Detection Part II: Spectral Domain Analysis.
CoRR, 2022

Graph Signal Processing for Heterogeneous Change Detection Part I: Vertex Domain Filtering.
CoRR, 2022

Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry.
CoRR, 2022

Deep Learning for Visual Speech Analysis: A Survey.
CoRR, 2022

MoCoPnet: Exploring Local Motion and Contrast Priors for Infrared Small Target Super-Resolution.
CoRR, 2022

Boosting Lip Reading with a Multi-View Fusion Network.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2022

Dynamic Binary Neural Network by Learning Channel-Wise Thresholds.
Proceedings of the IEEE International Conference on Acoustics, 2022

Highly-efficient Incomplete Largescale Multiview Clustering with Consensus Bipartite Graph.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Learnable Lookup Table for Neural Network Quantization.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

SVNet: Where SO(3) Equivariance Meets Binarization on Point Cloud Representation.
Proceedings of the International Conference on 3D Vision, 2022

2021
Joint Clustering and Discriminative Feature Alignment for Unsupervised Domain Adaptation.
IEEE Trans. Image Process., 2021

Waterdrop Removal From Hot-Rolled Steel Strip Surfaces Based on Progressive Recurrent Generative Adversarial Networks.
IEEE Trans. Instrum. Meas., 2021

Semi-Supervised Natural Face De-Occlusion.
IEEE Trans. Inf. Forensics Secur., 2021

Fragmentary Multi-Instance Classification.
IEEE Trans. Cybern., 2021

A Graphical Social Topology Model for RGB-D Multi-Person Tracking.
IEEE Trans. Circuits Syst. Video Technol., 2021

Binary Neural Network for Automated Visual Surface Defect Detection.
Sensors, 2021

Deep ladder reconstruction-classification network for unsupervised domain adaptation.
Pattern Recognit. Lett., 2021

Efficient and Effective Regularized Incomplete Multi-View Clustering.
IEEE Trans. Pattern Anal. Mach. Intell., 2021

Deep Learning for 3D Point Clouds: A Survey.
IEEE Trans. Pattern Anal. Mach. Intell., 2021

Robust semi-supervised classification based on data augmented online ELMs with deep features.
Knowl. Based Syst., 2021

A review of uncertainty quantification in deep learning: Techniques, applications and challenges.
Inf. Fusion, 2021

New Ideas and Trends in Deep Multimodal Content Understanding: A Review.
Neurocomputing, 2021

Deep Image Retrieval: A Survey.
CoRR, 2021

Deep Learning for Scene Classification: A Survey.
CoRR, 2021

Beyond Vanilla Convolution: Random Pixel Difference Convolution for Face Perception.
IEEE Access, 2021

Cross-modal Self-Supervised Learning for Lip Reading: When Contrastive Learning meets Adversarial Training.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Informative Class-Conditioned Feature Alignment for Unsupervised Domain Adaptation.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

One Pass Late Fusion Multi-view Clustering.
Proceedings of the 38th International Conference on Machine Learning, 2021

Transferable Discriminative Feature Mining For Unsupervised Domain Adaptation.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

Semi-Supervised Few-Shot Class-Incremental Learning.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

Localized Simple Multiple Kernel K-means.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

One-pass Multi-view Clustering for Large-scale Data.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Pixel Difference Networks for Efficient Edge Detection.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

SAR Target Recognition Based on Model Transfer and Hinge Loss with Limited Data.
Proceedings of the Artificial Intelligence - First CAAI International Conference, 2021

Median Pixel Difference Convolutional Network for Robust Face Recognition.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Semi-Supervised Few-Shot Object Detection with a Teacher-Student Network.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020
Multiple Kernel Clustering With Neighbor-Kernel Subspace Segmentation.
IEEE Trans. Neural Networks Learn. Syst., 2020

Deep Video Super-Resolution Using HR Optical Flow Estimation.
IEEE Trans. Image Process., 2020

Automated Visual Defect Classification for Flat Steel Surface: A Survey.
IEEE Trans. Instrum. Meas., 2020

Automated Visual Defect Detection for Flat Steel Surface: A Survey.
IEEE Trans. Instrum. Meas., 2020

A Class Imbalance Loss for Imbalanced Object Recognition.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Self-supervised pain intensity estimation from facial videos via statistical spatiotemporal distillation.
Pattern Recognit. Lett., 2020

Absent Multiple Kernel Learning Algorithms.
IEEE Trans. Pattern Anal. Mach. Intell., 2020

Efficient Visual Recognition.
Int. J. Comput. Vis., 2020

Deep Learning for Generic Object Detection: A Survey.
Int. J. Comput. Vis., 2020

FTBNN: Rethinking Non-linearity for 1-bit CNNs and Going Beyond.
CoRR, 2020

JGR-P2O: Joint Graph Reasoning Based Pixel-to-Offset Prediction Network for 3D Hand Pose Estimation from a Single Depth Image.
Proceedings of the Computer Vision - ECCV 2020, 2020

Dynamic Group Convolution for Accelerating Convolutional Neural Networks.
Proceedings of the Computer Vision - ECCV 2020, 2020

2019
Dynamic Texture Classification Using Unsupervised 3D Filter Learning and Local Binary Encoding.
IEEE Trans. Multim., 2019

SwapGAN: A Multistage Generative Approach for Person-to-Person Fashion Style Transfer.
IEEE Trans. Multim., 2019

Texture Classification in Extreme Scale Variations Using GANet.
IEEE Trans. Image Process., 2019

A Constrained Sparse-Representation-Based Binary Hypothesis Model for Target Detection in Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

CycleMatch: A cycle-consistent embedding network for image-text matching.
Pattern Recognit., 2019

Guest Editors' Introduction to the Special Section on Compact and Efficient Feature Representation and Learning in Computer Vision.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

From BoW to CNN: Two Decades of Texture Representation for Texture Classification.
Int. J. Comput. Vis., 2019

Surface Defect Classification for Hot-Rolled Steel Strips by Selectively Dominant Local Binary Patterns.
IEEE Access, 2019

Extended Local Binary Patterns for Efficient and Robust Spontaneous Facial Micro-Expression Recognition.
IEEE Access, 2019

DHA: Supervised Deep Learning to Hash with an Adaptive Loss Function.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

Dynamic Texture Recognition Using 3D Random Features.
Proceedings of the IEEE International Conference on Acoustics, 2019

Sparse Subspace Clustering for Evolving Data Streams.
Proceedings of the IEEE International Conference on Acoustics, 2019

BIRD: Learning Binary and Illumination Robust Descriptor for Face Recognition.
Proceedings of the 30th British Machine Vision Conference 2019, 2019

2018
Learning visual and textual representations for multimodal matching and classification.
Pattern Recognit., 2018

A Survey of Recent Advances in Texture Representation.
CoRR, 2018

Rotation Invariant Local Binary Convolution Neural Networks.
IEEE Access, 2018

Localized Incomplete Multiple Kernel k-means.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

A Dual Prediction Network for Image Captioning.
Proceedings of the 2018 IEEE International Conference on Multimedia and Expo, 2018

Unsupervised Cross-Corpus Speech Emotion Recognition Using Domain-Adaptive Subspace Learning.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Super Wide Regression Network for Unsupervised Cross-Database Facial Expression Recognition.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

2017
Local binary features for texture classification: Taxonomy and experimental study.
Pattern Recognit., 2017

Robust local features for remote face recognition.
Image Vis. Comput., 2017

Rotation Invariant Local Binary Convolution Neural Networks.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

2016
Median Robust Extended Local Binary Pattern for Texture Classification.
IEEE Trans. Image Process., 2016

EI3D: Expression-invariant 3D face recognition based on feature and shape matching.
Pattern Recognit. Lett., 2016

Random projections and Single BoW for fast and Robust texture segmentation.
Inf. Sci., 2016

Extended local binary patterns for face recognition.
Inf. Sci., 2016

RoLoD: Robust local descriptors for computer vision.
Neurocomputing, 2016

An attention model based on spatial transformers for scene recognition.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Evaluation of LBP and Deep Texture Descriptors with a New Robustness Benchmark.
Proceedings of the Computer Vision - ECCV 2016, 2016

2015
Fusing Sorted Random Projections for Robust Texture and Material Classification.
IEEE Trans. Circuits Syst. Video Technol., 2015

A novel specific image scenes detection method.
Multim. Tools Appl., 2015

Median robust extended local binary pattern for texture classification.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

2014
BRINT: Binary Rotation Invariant and Noise Tolerant Texture Classification.
IEEE Trans. Image Process., 2014

Extended local binary pattern fusion for face recognition.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2013
BRINT: A binary rotation invariant and noise tolerant texture descriptor.
Proceedings of the IEEE International Conference on Image Processing, 2013

2012
Sorted random projections for robust rotation-invariant texture classification.
Pattern Recognit., 2012

Texture Classification from Random Features.
IEEE Trans. Pattern Anal. Mach. Intell., 2012

Polarimetric SAR Target Detection Using the Reflection Symmetry.
IEEE Geosci. Remote. Sens. Lett., 2012

Extended local binary patterns for texture classification.
Image Vis. Comput., 2012

2011
Combining sorted random features for texture classification.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Sorted Random Projections for robust texture classification.
Proceedings of the IEEE International Conference on Computer Vision, 2011

2010
Texture CLassification Using Compressed Sensing.
Proceedings of the Canadian Conference on Computer and Robot Vision, 2010

Compressed Sensing for Robust Texture Classification.
Proceedings of the Computer Vision - ACCV 2010, 2010

2009
An Adaptive and Fast CFAR Algorithm Based on Automatic Censoring for Target Detection in High-Resolution SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2009


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