2025
SPSA: Exploring Sparse-Packing Computation on Systolic Arrays From Scratch.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., February, 2025
HWPQ: Hessian-free Weight Pruning-Quantization For LLM Compression And Acceleration.
CoRR, January, 2025
2024
High-Resolution and Robust One-Bit Direct-of-Arrival Estimation via Reweighted Atomic Norm Estimation.
Sensors, September, 2024
Contrastive Transformer Network for Track Segment Association with Two-Stage Online Method.
Remote. Sens., September, 2024
A Waveform Design for Integrated Radar and Jamming Based on Smart Modulation and Complementary Coding.
Remote. Sens., August, 2024
Co-Frequency Interference Suppression of Integrated Detection and Jamming System Based on 2D Sparse Recovery.
Remote. Sens., July, 2024
A Sparse Recovery Algorithm for Suppressing Multiple Linear Frequency Modulation Interference in the Synthetic Aperture Radar Image Domain.
Sensors, May, 2024
Efficient Long-Time Coherent Integration and Detection Algorithm for Radar High-Speed Target Based on the Azimuth Resampling Technology.
IEEE Trans. Aerosp. Electron. Syst., February, 2024
HyFiSS: A Hybrid Fidelity Stall-Aware Simulator for GPGPUs.
Proceedings of the 57th IEEE/ACM International Symposium on Microarchitecture, 2024
RFI Source Localization for SAR: Method and Experiment based on GaoFen-3.
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Proceedings of the IGARSS 2024, 2024
A Multi-Frame Super-Resolution Imaging Method for Forward-Looking Scanning Radar.
Proceedings of the IGARSS 2024, 2024
A New Method of Noise Frequency Modulated Interference Suppression for SAR.
Proceedings of the IGARSS 2024, 2024
2023
Real Aperture Radar Super-Resolution Imaging for Sea Surface Monitoring Based on a Hybrid Model.
Sensors, December, 2023
Maneuvering target detection method based on Keystone transform and Radon local mapping sparse-modified Lv's Distribution.
Signal Image Video Process., 2023
Releasing the Potential of Tensor Core for Unstructured SpMM using Tiled-CSR Format.
Proceedings of the 41st IEEE International Conference on Computer Design, 2023
2022
Accurate SAR Image Recovery From RFI Contaminated Raw Data by Using Image Domain Mixed Regularizations.
IEEE Trans. Geosci. Remote. Sens., 2022
Complex migration correction and coherent integration algorithm for radar target with arbitrary moving direction.
Digit. Signal Process., 2022
Mentha: Enabling Sparse-Packing Computation on Systolic Arrays.
Proceedings of the 51st International Conference on Parallel Processing, 2022
BP-Im2col: Implicit Im2col Supporting AI Backpropagation on Systolic Arrays.
Proceedings of the IEEE 40th International Conference on Computer Design, 2022
Light: A Component Enhances Faster and More Accurate Traffic Measurement<sup>*</sup>.
Proceedings of the IEEE International Conference on Communications, 2022
MZ Core: An Enhanced Matrix Acceleration Engine for HPC/ AI Applications.
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Proceedings of the 24th IEEE Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, 2022
Dressing in the Wild by Watching Dance Videos.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022
2021
EnlightenGAN: Deep Light Enhancement Without Paired Supervision.
IEEE Trans. Image Process., 2021
Enhanced LRR-Based RFI Suppression for SAR Imaging Using the Common Sparsity of Range Profiles for Accurate Signal Recovery.
IEEE Trans. Geosci. Remote. Sens., 2021
A Novel Bayesian Super-Resolution Method for Radar Forward-Looking Imaging Based on Markov Random Field Model.
Remote. Sens., 2021
One Backward from Ten Forward, Subsampling for Large-Scale Deep Learning.
CoRR, 2021
Autofocus Method for Sparse Aperture ISAR Based on L0 Norm and NLTV Regularization.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
A Super-Resolution Imaging Method for Real-Aperture Scanning Radar Based on MRF Prior Model.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Online Multi-Granularity Distillation for GAN Compression.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021
SAI: Self-Adjusting Incremental Quantile Estimation for Sparse Training of Neural Networks on Hardware Accelerators.
Proceedings of the 2021 IEEE 23rd Int Conf on High Performance Computing & Communications; 7th Int Conf on Data Science & Systems; 19th Int Conf on Smart City; 7th Int Conf on Dependability in Sensor, 2021
2020
Weak maneuvering target detection in random pulse repetition interval radar.
Signal Process., 2020
An Efficient Method for Single-Channel SAR Target Reconstruction Under Severe Deceptive Jamming.
IEEE Geosci. Remote. Sens. Lett., 2020
Emergency patient flow forecasting in the radiology department.
Health Informatics J., 2020
Neural Epitome Search for Architecture-Agnostic Network Compression.
Proceedings of the 8th International Conference on Learning Representations, 2020
AtomNAS: Fine-Grained End-to-End Neural Architecture Search.
Proceedings of the 8th International Conference on Learning Representations, 2020
A Joint Algorithm for Carrier Phase and Timing Synchronization in Non-binary LDPC Coded CPM Systems.
Proceedings of the ICDSP 2020: 4th International Conference on Digital Signal Processing, 2020
Human Motion Transfer from Poses in the Wild.
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020
2019
Action Recognition With Spatio-Temporal Visual Attention on Skeleton Image Sequences.
IEEE Trans. Circuits Syst. Video Technol., 2019
Focusing Bistatic Forward-Looking Synthetic Aperture Radar Based on an Improved Hyperbolic Range Model and a Modified Omega-K Algorithm.
Sensors, 2019
A hybrid ARIMA-SVR approach for forecasting emergency patient flow.
J. Ambient Intell. Humaniz. Comput., 2019
Fast implementation of ground maneuvering target focusing.
Digit. Signal Process., 2019
Deep Model Compression via Filter Auto-sampling.
CoRR, 2019
Bilevel mixed-integer nonlinear programming for integrated scheduling in a supply chain network.
Clust. Comput., 2019
Slimmable Neural Networks.
Proceedings of the 7th International Conference on Learning Representations, 2019
EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching From Scratch.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019
2018
Radio Frequency Interference Suppression for SAR via Block Sparse Bayesian Learning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018
Proposal-Free Network for Instance-Level Object Segmentation.
IEEE Trans. Pattern Anal. Mach. Intell., 2018
Local patch encoding-based method for single image super-resolution.
Inf. Sci., 2018
Subspace Learning by ℓ<sup>0</sup>-Induced Sparsity.
Int. J. Comput. Vis., 2018
YouTube-VOS: A Large-Scale Video Object Segmentation Benchmark.
CoRR, 2018
Wide Activation for Efficient and Accurate Image Super-Resolution.
CoRR, 2018
EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching.
CoRR, 2018
Factorized Adversarial Networks for Unsupervised Domain Adaptation.
CoRR, 2018
Learning 3D-FilterMap for Deep Convolutional Neural Networks.
CoRR, 2018
Action Recognition with Visual Attention on Skeleton Images.
Proceedings of the 24th International Conference on Pattern Recognition, 2018
WSNet: Compact and Efficient Networks Through Weight Sampling.
Proceedings of the 35th International Conference on Machine Learning, 2018
3D-FilterMap: A Compact Architecture for Deep Convolutional Neural Networks.
Proceedings of the 6th International Conference on Learning Representations, 2018
A Hybrid Neural Network for Chroma Intra Prediction.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018
YouTube-VOS: Sequence-to-Sequence Video Object Segmentation.
Proceedings of the Computer Vision - ECCV 2018, 2018
Efficient Video Object Segmentation via Network Modulation.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018
2017
Deep Edge Guided Recurrent Residual Learning for Image Super-Resolution.
IEEE Trans. Image Process., 2017
Human Parsing with Contextualized Convolutional Neural Network.
IEEE Trans. Pattern Anal. Mach. Intell., 2017
Learning to Segment Human by Watching YouTube.
IEEE Trans. Pattern Anal. Mach. Intell., 2017
WSNet: Compact and Efficient Networks with Weight Sampling.
CoRR, 2017
On the Suboptimality of Proximal Gradient Descent for $\ell^{0}$ Sparse Approximation.
CoRR, 2017
Local Patch Classification Based Framework for Single Image Super-Resolution.
CoRR, 2017
GUN: Gradual Upsampling Network for single image super-resolution.
CoRR, 2017
Learning from Noisy Labels with Distillation.
CoRR, 2017
Neighborhood Regularized l^1-Graph.
Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017
First International ACM Thematic Workshops 2017.
Proceedings of the 2017 ACM on Multimedia Conference, 2017
Support Regularized Sparse Coding and Its Fast Encoder.
Proceedings of the 5th International Conference on Learning Representations, 2017
Learning from Noisy Labels with Distillation.
Proceedings of the IEEE International Conference on Computer Vision, 2017
Dense Captioning with Joint Inference and Visual Context.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017
Robust emotion recognition from low quality and low bit rate video: A deep learning approach.
Proceedings of the Seventh International Conference on Affective Computing and Intelligent Interaction, 2017
2016
Robust Single Image Super-Resolution via Deep Networks With Sparse Prior.
IEEE Trans. Image Process., 2016
Parsing Based on Parselets: A Unified Deformable Mixture Model for Human Parsing.
IEEE Trans. Pattern Anal. Mach. Intell., 2016
Cross-modality Consistent Regression for Joint Visual-Textual Sentiment Analysis of Social Multimedia.
Proceedings of the Ninth ACM International Conference on Web Search and Data Mining, 2016
Customized expression recognition for performance-driven cutout character animation.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016
ℓ ^0 ℓ 0 -Sparse Subspace Clustering.
Proceedings of the Computer Vision - ECCV 2016, 2016
Building a Large Scale Dataset for Image Emotion Recognition: The Fine Print and The Benchmark.
Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016
2015
Rating Image Aesthetics Using Deep Learning.
IEEE Trans. Multim., 2015
Learning Super-Resolution Jointly From External and Internal Examples.
IEEE Trans. Image Process., 2015
Image-Specific Prior Adaptation for Denoising.
IEEE Trans. Image Process., 2015
Key Point Detection by Max Pooling for Tracking.
IEEE Trans. Cybern., 2015
Subcategory-Aware Object Detection.
IEEE Signal Process. Lett., 2015
Deep Human Parsing with Active Template Regression.
IEEE Trans. Pattern Anal. Mach. Intell., 2015
Learning ℓ<sup>0</sup>-Graph for Data Clustering.
CoRR, 2015
Real-World Font Recognition Using Deep Network and Domain Adaptation.
Proceedings of the 3rd International Conference on Learning Representations, 2015
Deeply Improved Sparse Coding for Image Super-Resolution.
CoRR, 2015
Scalable Similarity Learning Using Large Margin Neighborhood Embedding.
Proceedings of the 2015 IEEE Winter Conference on Applications of Computer Vision, 2015
Selective Pooling Vector for Fine-Grained Recognition.
Proceedings of the 2015 IEEE Winter Conference on Applications of Computer Vision, 2015
Designing a composite dictionary adaptively from joint examples.
Proceedings of the 2015 Visual Communications and Image Processing, 2015
Joint Visual-Textual Sentiment Analysis with Deep Neural Networks.
Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26, 2015
DeepFont: Identify Your Font from An Image.
Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26, 2015
DeepFont: A System for Font Recognition and Similarity.
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Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26, 2015
Deep Networks for Image Super-Resolution with Sparse Prior.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015
Human Parsing with Contextualized Convolutional Neural Network.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015
Intra-frame deblurring by leveraging inter-frame camera motion.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
Self-tuned deep super resolution.
Proceedings of the 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2015
Matching-CNN meets KNN: Quasi-parametric human parsing.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
Fine-grained recognition without part annotations.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
Collaborative feature learning from social media.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks.
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
Sparse Coding and its Applications in Computer Vision
WorldScientific, ISBN: 9789814725064, 2015
2014
Supervised super-vector encoding for facial expression recognition.
Pattern Recognit. Lett., 2014
GPU Asynchronous Stochastic Gradient Descent to Speed Up Neural Network Training.
Proceedings of the 2nd International Conference on Learning Representations, 2014
A joint perspective towards image super-resolution: Unifying external- and self-examples.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2014
Scale Adaptive Blind Deblurring.
Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014
RAPID: Rating Pictorial Aesthetics using Deep Learning.
Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03, 2014
Non-local compressive sampling recovery.
Proceedings of the 2014 IEEE International Conference on Computational Photography, 2014
Epitomic image colorization.
Proceedings of the IEEE International Conference on Acoustics, 2014
Investigating Haze-Relevant Features in a Learning Framework for Image Dehazing.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014
Towards Unified Human Parsing and Pose Estimation.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014
Large-Scale Visual Font Recognition.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014
Regularized l1-Graph for Data Clustering.
Proceedings of the British Machine Vision Conference, 2014
Data Clustering by Laplacian Regularized L1-Graph.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014
2013
Image and Video Restorations via Nonlocal Kernel Regression.
IEEE Trans. Cybern., 2013
Opportunistic sensing for object recognition - A unified formulation for dynamic sensor selection and feature extraction.
Proceedings of the 2013 IEEE International Conference on Multimedia and Expo, 2013
A Max-Margin Perspective on Sparse Representation-Based Classification.
Proceedings of the IEEE International Conference on Computer Vision, 2013
Probabilistic Elastic Part Model for Unsupervised Face Detector Adaptation.
Proceedings of the IEEE International Conference on Computer Vision, 2013
Text Localization in Natural Images Using Stroke Feature Transform and Text Covariance Descriptors.
Proceedings of the IEEE International Conference on Computer Vision, 2013
Maximum margin GMM learning for facial expression recognition.
Proceedings of the 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, 2013
Fast Image Super-Resolution Based on In-Place Example Regression.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013
Exemplar-Based Face Parsing.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013
Probabilistic Elastic Matching for Pose Variant Face Verification.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013
2012
Photo Stream Alignment and Summarization for Collaborative Photo Collection and Sharing.
IEEE Trans. Multim., 2012
Coupled Dictionary Training for Image Super-Resolution.
IEEE Trans. Image Process., 2012
Pooling Robust Shift-Invariant Sparse Representations of Acoustic Signals.
Proceedings of the 13th Annual Conference of the International Speech Communication Association, 2012
Multi-view Facial Expression Recognition Analysis with Generic Sparse Coding Feature.
Proceedings of the Computer Vision - ECCV 2012. Workshops and Demonstrations, 2012
Bilevel sparse coding for coupled feature spaces.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012
2011
Sparse modeling of high-dimensional data for learning and vision
PhD thesis, 2011
Sparse representation based blind image deblurring.
Proceedings of the 2011 IEEE International Conference on Multimedia and Expo, 2011
Learning the sparse representation for classification.
Proceedings of the 2011 IEEE International Conference on Multimedia and Expo, 2011
Multi-scale Non-Local Kernel Regression for super resolution.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
Close the loop: Joint blind image restoration and recognition with sparse representation prior.
Proceedings of the IEEE International Conference on Computer Vision, 2011
2010
Image Super-Resolution Via Sparse Representation.
IEEE Trans. Image Process., 2010
Learning With ℓ<sup>1</sup>-Graph for Image Analysis.
IEEE Trans. Image Process., 2010
Non-Local Kernel Regression for Image and Video Restoration.
Proceedings of the Computer Vision, 2010
Efficient Highly Over-Complete Sparse Coding Using a Mixture Model.
Proceedings of the Computer Vision - ECCV 2010, 2010
Supervised translation-invariant sparse coding.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
Locality-constrained Linear Coding for image classification.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
2009
Ubiquitously Supervised Subspace Learning.
IEEE Trans. Image Process., 2009
Linear spatial pyramid matching using sparse coding for image classification.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009
2008
Surveillance Event Detection.
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Proceedings of the TRECVID 2008 workshop participants notebook papers, 2008
Face hallucination VIA sparse coding.
Proceedings of the International Conference on Image Processing, 2008
Non-negative graph embedding.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008
Image super-resolution as sparse representation of raw image patches.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008