Research Fields

• Image and Video Processing

• Machine Learning

• Pattern Recognition

• Robotic Tasks

Representative Researches

Image Analysis General Tasks

    >>> Low-level Vision: Derain (TIP2023，ICASSP2021, ICME2020*2, ACMMM2019, ICME2019)

               [1] TRNR：Task-Driven Image Rain and Noise Removal with a Few Images Based on Patch Analysis.

               Wu Ran, Bohong Yang, Peirong Ma, Hong Lu.
               IEEE Transactions on Image Processing, 2023

                                                                                       

               [2] Single Image Deraining via Recurrent Hierarchy Enhancement Network.
               Youzhao Yang, Hong Lu.
               ACM International Conference on MultiMedia (ACMMM),   France, Nice, Oct. 2019

                                                                                      

    >>> Low-level Vision: Low-Light Image Enhancement (TCSVT2023)

               [1] Low-Light Image Enhancement with Multi-scale Attention and Frequency-domain Optimization. 

               Zhiquan He, Wu Ran, Shulin Liu, Kehua Li, Jiawen Lu, Changyong Xie, Yong Liu, Hong Lu.
               IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023.                            

                          

    >>> Zero-shot Learning (ICME2022)

               [1] Semantic-Related Feature Generation for Generalized Zero-Shot Learning.

               Peirong Ma, Wu Ran, Hong Lu.
               IEEE International Conference on Multimedia and Expo (ICME),  Taiwan, Jul. 2022

                                                                                    

    >>> Image Retrieval (TCSVT2023, ICMR2019)

          [1] ACNet: Approaching-and-Centrilizing Network for Zero-Shot Skecth-Base Image Retrieval.

             Hao Ren, Ziqiang Zheng, Yang Wu, Hong Lu, Yang Yang, Ying Shan, Sai-Kit Yeung.
             IEEE Transactions on Circuits and Systems for Video Technology, 2023

                                                                                  

                [2] Weakly Supervised Image Retrieval via Coarse-scale Feature Fusion and Multi-level Attention Blocks.

                Xinyao Nie, Hong Lu, Zijian Wang, Jingyuan Liu, Zehua Guo.
                ACM International Conference on Multimedial Retrieval (ICMR), Canada, Ottawa, June.2019

                                                                                 

    

    >>> Fashion Analysis (ECCVW2018)

          [1] Deep Fashion Analysis with Feature Map Upsampling and Landmark-driven Attention.
             Jingyuan Liu, Hong Lu.
             Workshop of European Conference on Computer Vision (ECCVW), Germen, Munich, Sep.2018

                                                                            

Visual Action Recognition and Object Tracking

     >>> Weakly-supervised Temporal Action Localization (ICME2023)

            [1] Weakly-supervised Temporal Action Localization with Adaptive Clustering and Refining Network.

               Hao Ren, Wu Ran, Xingsong Liu, Haoran Ren, Hong Lu, Rui Zhang, Cheng Jin.
              IEEE International Conference on Multimedia and Expo (ICME), 2023.

     >>> Action Recognition (ICASSP2021)

            [1] Multi-directional Convolution Networks with Spatial-Temporal Feature Pyramid Module for Action Recognition
hh         Bohong Yang, Zijian Wang, Wu Ran, Hong Lu, Yi-Ping Phoebe Chen
hh         IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), June 2021

                                               

    >>> Teaching Video Analysis (PRL2020, ICMR2015)

           [1] In-classroom Learning Analytics Based on Student Behavior, Topic and Teaching Characteristic Mining
hh         Bohong Yang, Zeping Yao, Hong Lu, Yaqian Zhou, Jinkai Xu
hh        Pattern Recognition Letter, vol. 129, pp. 224-231, 2020

                                                                                                  

     >>> Object Tracking (PCM2018)

                [1] Learning to Match using Siamese Network for Object Tracking
hh           Chaopeng Li, Hong Lu, Jian Jiao, Wenqiang Zhang
hh          Pacific-Rim Conference on Multimedia (PCM), July 2018

                                               

Simultaneous Localization and Mapping (SLAM) of Robotics

            [1] Multi-Classes and Motion Properties for Concurrent Visual SLAM in Dynamic Environments

               Bohong Yang, Wu Ran, Lin Wang, Hong Lu, Yi-Ping Phoebe Chen
hh         IEEE Transactions on Multimedia (TMM), 2021

                                                                         

Reinforcement Learning (RL) for Navigation of Robotics

     >>> RL in the Game of Go (TG2020)

                [1] Learning the Game of Go by Scalable Network Without Prior Knowledge of Komi
hh           Bohong Yang, Lin Wang, Hong Lu, Youzhao Yang
hh           IEEE Transactions on Games, 2020  

                                     

     >>> RL Exploration (ICPCSEE2018)

           [1] A Novel Experience-based Exploration Method for Q-Learning

               Bohong Yang, Hong Lu, Baogen Li, Zheng Zhang, Wenqiang Zhang

                International Conference of Pioneering Computer Scientists, Engineering and Educators (ICPCSEE), China, Zhengzhou, Sep. 2018