Brief Bio

I am currently a PHD student at Huazhong University of Science and Technology, under the supervision of Prof. Xiang Bai. My research interests mainly lie in 3D object analysis, dense object analysis. I am the first cohort of selected Ph.D. students for the National Natural Science Foundation's Youth Basic Research Project (首批国家自然科学基金博士生项目入选者).

  • PHD: Huazhong University of Science and Technology (2022–), under the supervision of Prof. Xiang Bai.
  • MA: Huazhong University of Science and Technology (2019–2022), under the supervision of Prof. Xiang Bai, Prof. Yongchao Xu and Prof. Yu Zhou.
  • BA: Nanjing University of Posts and Telecommunication (2015–2019), under the supervision of Dr. Xiang Wan, Prof. Jian Xiao, and Prof. Yi Tong.
    • News

    09 / 2024: I'm awarded National Scholarship
    09 / 2024: I give a talk in CSIG Student Member Sharing Forum.
    09 / 2024: Three papers are accepted by NeurIPS 2024
    09 / 2024: We win 1st place in the ECCV 2024 FishNet Classification Challenge.
    08 / 2024: We win 2nd place in The First Dataset Distillation Challenge (ECCV 2024) on the Fixed IPC Track.
    07 / 2024: One paper is accepted by ECCV 2024
    04 / 2024: I obtain the Youth Student Fundamental Research Project from the National Natural Science Foundation of China ( 首批国家自然科学基金博士生项目), which is a grant of 300,000 RMB.
    03 / 2024: FIDTM is selected as an ESI Highly Cited Paper (Top 1% of papers in the academic field)
    03 / 2024: One paper is accepted by PR
    02 / 2024: One paper is accepted by CVPR 2024
    09 / 2023: Outstanding reviewer at ICCV 2023
    09 / 2023: One paper is accepted by NeurIPS 2023
    09 / 2023: TransCrowd is selected as an ESI Highly Cited Paper (Top 1% of papers in the academic field)
    09 / 2023: One paper is accepted by IEEE TII
    08 / 2023: One paper is accepted by IEEE RAL
    08 / 2023: One paper is accepted by PRCV 2023
    07 / 2023: One paper is accepted by ICCV 2023
    04 / 2023: One paper is accepted by ICDAR 2023
    03 / 2023: Two papers are accepted by CVPR 2023
    02 / 2023: One paper is accepted by ICASSP 2023
    01 / 2023: One paper is accepted by ICRA 2023
    09 / 2022: Guided graduate students win 1st place in the VisDrone2022 (PRCV) challenge on the Crowd Counting Track.
    08 / 2022: One paper is accepted by IEEE TMM
    06 / 2022: Two papers are accepted by ECCV 2022
    03 / 2022: We released the first comprehensive public African text dataset [project]
    10 / 2021: I'm awarded National Scholarship
    10 / 2021: One paper is accepted by IJCV
    09 / 2021: We win 1st place in The VisDrone2021 (ICCV) Challenge on the Crowd Counting Track.
    09 / 2020: We win 1st place in The VisDrone2020 (ECCV) Challenge on the Crowd Counting Track.
    11 / 2019: We win 1st place in The CV101 (held by Extremevision and Intel), obtaining 180,000 RMB Bonus.
    Wechat (welcome any discussion)

    Selected publications (ALL )

    (* Equal contribution, † Corresponding author)

    3D Understanding

    Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning
    Dingkang Liang*, Tianrui Feng*, Xin Zhou*, Yumeng Zhang, Zhikang Zou, Xiang Bai
    Arxiv, 2024.
    | Paper | Code
    PointMamba: A Simple State Space Model for Point Cloud Analysis
    Dingkang Liang*, Xin Zhou*, Wei Xu, Xingkui Zhu, Zhikang Zou, Xiaoqing Ye, Xiao Tan, Xiang Bai
    NeurIPS, 2024.
    | Paper | Code
    A Unified Framework for 3D Scene Understanding
    Wei Xu*, Chunsheng Shi*, Sifan Tu, Xin Zhou, Dingkang Liang, Xiang Bai
    NeurIPS, 2024.
    | Paper | Code
    Make Your ViT-based Multi-view 3D Detectors Faster via Token Compression
    Dingyuan Zhang*, Dingkang Liang*, Zichang Tan, Xiaoqing Ye, Cheng Zhang, Jingdong Wang, Xiang Bai
    ECCV, 2024.
    | Paper | Code
    Dynamic Adapter Meets Prompt Tuning: Parameter-Efficient Transfer Learning for Point Cloud Analysis
    Xin Zhou*, Dingkang Liang*, Wei Xu, Xingkui Zhu, Yihan Xu, Zhikang Zou, Xiang Bai
    CVPR, 2024.
    | Paper | Code
    LATFormer: Locality-Aware Point-View Fusion Transformer for 3D Shape Recognition
    Xinwei He*, Silin Cheng*, Dingkang Liang*, Song Bai, Xi Wang, Yingying Zhu
    Pattern Recognition, 2024.
    | Paper
    Query-based Temporal Fusion with Explicit Motion for 3D Object Detection
    Jinghua Hou*, Zhe Liu*, Dingkang Liang, Zhikang Zou, Xiaoqing Ye, Xiang Bai
    NeurIPS, 2023.
    | Paper | Code
    SAM3D: Zero-Shot 3D Object Detection via Segment Anything Model
    DIngyuan Zhang, Dingkang Liang, Hongcheng Yang, Zhikang Zou, Xiaoqing Ye, Zhe Liu, Xiang Bai
    SCIS, 2024.
    | Paper | Code
    A Simple Vision Transformer for Weakly Semi-supervised 3D Object Detection
    Dingyuan Zhang*, Dingkang Liang*, Zhikang Zou*, Jingyu Li, Xiaoqing Ye, Zhe Liu, Xiao Tan, Xiang Bai
    ICCV, 2023.
    | Paper | Code
    DDS3D: Dense Pseudo-Labels with Dynamic Threshold for Semi-Supervised 3D Object Detection
    Jingyu Li*, Zhe Liu*, Jinghua Hou, Dingkang Liang†
    ICRA, 2023.
    | Paper | Code

    Dense Object Analysis

    SOOD++: Leveraging Unlabeled Data to Boost Oriented Object Detection
    Dingkang Liang, Wei Hua, Chunsheng Shi, Zhikang Zou, Xiaoqing Ye, Xiang Bai
    Arxiv, 2024.
    | Paper | Code
    SOOD: Towards Semi-Supervised Oriented Object Detection
    Wei Hua*, Dingkang Liang*, Jingyu Li, XiaoLong Liu, Zhikang Zou, Xiaoqing Ye, Xiang Bai
    CVPR, 2023.
    | Paper | Code
    CrowdCLIP: Unsupervised Crowd Counting via Vision-Language Model
    Dingkang Liang*, Jiahao Xie*, Zhikang Zou, Xiaoqing Ye, Wei Xu, Xiang Bai
    CVPR, 2023.
    | Paper | Code
    An End-to-End Transformer Model for Crowd Localization
    Dingkang Liang, Wei Xu, Xiang Bai
    ECCV, 2022.
    | Paper | Code
    When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition
    Bohan Li*, Ye Yuan*, Dingkang Liang, Xiao Liu, Zhilong Ji, Jinfeng Bai, Wenyu Liu, Xiang Bai
    ECCV, 2022.
    | Paper | Code
    Focal inverse distance transform maps for crowd localization
    Dingkang Liang, Wei Xu, Yingying Zhu, Yu Zhou
    ESI Highly Cited Paper
    IEEE TMM, 2022.
    | Paper | Code
    TransCrowd: weakly-supervised crowd counting with transformers
    Dingkang Liang, Xiwu Chen, Wei Xu, Yu Zhou, Xiang Bai
    ESI Highly Cited Paper
    SCIS, 2022.
    | Paper | Code
    AutoScale: Learning to Scale for Crowd Counting
    Chenfeng Xu*, Dingkang Liang*, Yongchao Xu, Song Bai, Wei Zhan, Xiang Bai, Massayoshi Tomizuka
    IJCV, 2022.
    | Paper | Code

    MLLM

    Mini-Monkey: Multi-Scale Adaptive Cropping for Multimodal Large Language Models
    Mingxin Huang, Yuliang Liu, Dingkang Liang, Lianwen Jin, Xiang Bai
    Arxiv, 2024.
    | Paper | Code
    From Dense Checkpoints to Adaptive Mixture of Experts for Vision Tasks
    Xingkui Zhu, Yiran Guan, Dingkang Liang, Yuchao Chen, Yuliang Liu, Xiang Bai
    NeurIPS, 2024.
    | Paper | Code
    Competition

  • The 1st place in the ECCV 2024 FishNet Classification Challenge
  • The 2nd place in The First Dataset Distillation Challenge (ECCV 2024) on the Fixed IPC Track
  • The 4th place of the 3D object detection track in CSIG-challenge 2022
  • Silver Award, China International College Students' "Internet+" Innovation and Entrepreneurship Competition (中国国际互联网+”大学生创新创业大赛全国总决赛), 2021.
  • The 1st place of the Crowd Counting track in Vision Meets Drone (VisDrone) challenge with ICCV 2021.
  • The 1st place of the Crowd Counting track in Vision Meets Drone (VisDrone) challenge with ECCV 2020.
  • The 1st place (100,000 RMB Bonus) of the Crowd Counting track in CV101 (held by Extremevision and Intel), Shenzhen, China, 2019.
  • The 1st place (80,000 RMB Bonus) of the OpenVino track in CV101 (held by Extremevision and Intel), Shenzhen, China, 2019.
  • Gold Award, China College Students' "Internet+" Innovation and Entrepreneurship Competition (中国互联网+”大学生创新创业大赛全国总决赛), 2019.
  • Grand Prize, "Challenge Cup" Competition, Provincial (挑战杯”江苏省大学生课外学术作品竞赛), 2019.
  • 全国大学生FPGA创新设计邀请赛国家级一等奖 (3,000 RMB Bonus), 2019.
  • 国家级大学生创新训练计划 (10,000 RMB Bonus)，结题成绩优秀，入选第十一届全国大学生创新创业年会参展项目, 2018.
  • 全国大学生物联网设计竞赛华东赛区一等奖, 2018.
  • 江苏人工智能创新创业大赛优秀奖(10,000 RMB Bonus), 2018.
  • 全国大学生电子设计竞赛国家级二等奖, 2018.
  • 全国大学生FPGA创新设计邀请赛国家级二等奖, 2017.
  • “英飞凌”杯全国高校无人机创新设计应用大赛 Top 3.5% (14/400) (3,500 RMB Bonus), 2017.
    • Academic Services (Reviewer)

    Outstanding reviewer at ICCV 2023
    • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021 - 2024
    • IEEE/CVF International Conference on Computer Vision (ICCV), 2021 - 2023
    • European Conference on Computer Vision (ECCV), 2022 - 2024
    • Neural Information Processing Systems (NeurIPS), 2023 - 2024
    • International Conference on Learning Representations (ICLR), 2024-2025
    • International Conference on Machine Learning (ICML), 2024
    • AAAI Conference on Artificial Intelligence (AAAI), 2024-2025
    • ACM International Conference on Multimedia (ACM MM), 2023 - 2024
    • IEEE International Conference on Robotics and Automation (ICRA), 2024
    • International Conference on 3D Vision (3DV), 2022

    • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
    • International Journal of Computer Vision (IJCV)
    • IEEE Transactions on Image Processing (TIP)
    • IEEE Transactions on Intelligent Transportation Systems (TITS)
    • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
    • Science China-Information Science (SCIS)
    Others

    • Excellent volunteer teacher, Hainan, 2016.
    • Former CEO & Co-Founder, Wefly, Inc. (The status of Wefly is cancellation.)
    Album

    Last updated: 2024-05-26