Email

I am currently an associate professor at the School of Electronic Engineering, Xidian University. My research interests include video captioning, visual question answering, object detection, few-shot learning, unsupervised learning, and transfer learning. Our goal is to build an Efficient, Safe, and Stable single/multi-modal perception and understanding system for open scenarios.

I received my Ph.D. degree at Tianjin University, supervised by Prof. Yahong Han. From 2019 to 2020, I was a visiting student at the University of Technology Sydney, supervised by Prof. Yi Yang. Before Ph.D., I have studied Autonomous Driving for more than 3 years.

News

  • Jun 2024. One paper was accepted by TMM.
  • Feb 2024. One paper was accepted by CVPR 2024.
  • Jan 2024. One paper was accepted by ICLR 2024.
  • Jan 2024. One paper was accepted by TIP.
  • Oct 2023. One paper was accepted by TPAMI.
  • Jul 2023. Two papers were accepted by ICCV 2023.
  • Feb 2023. One paper was accepted by CVPR 2023.
  • Mar 2022. Two papers were accepted by CVPR 2022.
  • Nov 2021. CSIG Outstanding Dissertation.
  • One paper was accepted by NeurIPS 2021.
  • Two papers were accepted by ICCV 2021.
  • One paper was accepted by IJCAI 2021.
  • Feb 2021. One paper was accepted by TPAMI.

Selected Publications

§: equal contribution to the first author. *: corresponding author.

  • image-left Prototype-Decomposed Knowledge Distillation for Learning Generalized Federated Representation
    Aming Wu, Jiaping Yu, Yuxuan Wang, Cheng Deng
    TMM 2024

  • image-left Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
    Deng Li, Aming Wu, Yaowei Wang, Yahong Han
    CVPR 2024

  • image-left Modulated Phase Diffusor: Concept-Oriented Feature Synthesis for Detecting Unknown Objects
    Aming Wu, Cheng Deng
    ICLR 2024

  • image-left Unsupervised Out-of-Distribution Object Detection via PCA-Driven Dynamic Prototype Enhancement
    Aming Wu, Cheng Deng
    TIP 2024

  • image-left TIB: Detecting Unknown Objects via Two-Stream Information Bottleneck
    Aming Wu, Cheng Deng
    TPAMI 2023

  • image-left Deep Feature Deblurring Diffusion for Detecting Out-of-Distribution Objects
    Aming Wu, Cheng Deng
    ICCV 2023

  • image-left Environment-Invariant Curriculum Relation Learning for Fine-Grained Scene Graph Generation
    Yukuan Min, Aming Wu*, Cheng Deng
    ICCV 2023

  • image-left Discriminating Known from Unknown Objects via Structure-Enhanced Recurrent Variational AutoEncoder
    Aming Wu, Cheng Deng
    CVPR 2023 [CODE]

  • image-left Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation
    Aming Wu, Cheng Deng
    CVPR 2022 [CODE]

  • image-left Divide and Conquer: Compositional Experts for Generalized Novel Class Discovery
    Muli Yang, Yuehua Zhu, Jiaping Yu, Aming Wu*, Cheng Deng
    CVPR 2022 [CODE]

  • image-left Generalized and Discriminative Few-Shot Object Detection via SVD-Dictionary Enhancement
    Aming Wu, Suqi Zhao, Cheng Deng, Wei Liu
    NeurIPS 2021 [PDF]

  • image-left Universal-Prototype Enhancing for Few-Shot Object Detection
    Aming Wu, Yahong Han, Linchao Zhu, Yi Yang
    ICCV 2021 [PDF]

  • image-left Vector-Decomposed Disentanglement for Domain-Invariant Object Detection
    Aming Wu, Rui Liu, Yahong Han, Linchao Zhu, Yi Yang
    ICCV 2021 [PDF]

  • image-left Domain-Smoothing Network for Zero-Shot Sketch-Based Image Retrieval
    Zhipeng Wang, Hao Wang, Jiexi Yan, Aming Wu*, Cheng Deng
    IJCAI 2021 [PDF]

  • image-left Instance-Invariant Domain Adaptive Object Detection via Progressive Disentanglement
    Aming Wu, Yahong Han, Linchao Zhu, Yi Yang
    TPAMI, DOI: 10.1109/TPAMI.2021.3060446 [PDF]

  • image-left Connective Cognition Network for Directional Visual Commonsense Reasoning
    Aming Wu, Linchao Zhu, Yahong Han, Yi Yang
    NeurIPS 2019 [PDF]

  • image-left Bidirectional Adversarial Training for Semi-Supervised Domain Adaptation
    Pin Jiang, Aming Wu§, Yahong Han, Yunfeng Shao, Meiyu Qi, Bingshuai Li
    IJCAI 2020 [PDF]

  • image-left Hierarchical Memory Decoder for Visual Narrating
    Aming Wu, Yahong Han, Zhou Zhao, Yi Yang
    TCSVT, DOI: 10.1109/TCSVT.2020.3020877 [PDF]

  • image-left Convolutional Reconstruction-to-Sequence for Video Captioning
    Aming Wu, Yahong Han, Yi Yang, Qinghua Hu, Fei Wu
    TCSVT, DOI: 10.1109/TCSVT.2019.2956593 [PDF]

  • image-left Video Interactive Captioning with Human Prompts
    Aming Wu, Yahong Han, Yi Yang
    IJCAI 2019 [PDF]

  • image-left Multi-modal Circulant Fusion for Video-to-Language and Backward
    Aming Wu, Yahong Han
    IJCAI 2018 [PDF]