World's Best Scientists 2026 revealed!
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Computer Science
Australia
2025

D-Index & Metrics

Computer Science

D-Index
71
Citations
24953
World Ranking
1754
National Ranking
53

Research.com Recognitions

  • 2025 - Research.com Computer Science in Australia Leader Award
  • 2023 - Research.com Computer Science in Australia Leader Award
  • 2022 - Research.com Computer Science in Australia Leader Award
  • 2021 - IEEE Fellow For contributions to multimedia transmission and content analysis

Overview

Jianfei Cai is affiliated with Monash University in Australia and focuses their research primarily within the field of Computer Science. Their work extensively covers subfields such as Computer Vision and Pattern Recognition, Artificial Intelligence, Radiology, Nuclear Medicine and Imaging, Computational Mechanics, and Computer Graphics and Computer-Aided Design.

The scientist's research topics include Advanced Neural Network Applications, Multimodal Machine Learning Applications, Domain Adaptation and Few-Shot Learning, Advanced Image and Video Retrieval Techniques, 3D Shape Modeling and Analysis, Advanced Vision and Imaging, and Computer Graphics and Visualization Techniques.

Jianfei Cai has contributed numerous scholarly articles to several publication venues. Frequently appearing in these venues are:

  • arXiv (Cornell University)
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • 2021 IEEE/CVF International Conference on Computer Vision (ICCV)
  • International Journal of Computer Vision
  • 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Their recent publications include:

  • "When Gaussian Process Meets Big Data: A Review of Scalable GPs" (2020) in IEEE Transactions on Neural Networks and Learning Systems
  • "GMFlow: Learning Optical Flow via Global Matching" (2022) in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • "Mutual consistency learning for semi-supervised medical image segmentation" (2022) in Medical Image Analysis
  • "Portable Food-Freshness Prediction Platform Based on Colorimetric Barcode Combinatorics and Deep Convolutional Neural Networks" (2020) in Advanced Materials
  • "Unifying Flow, Stereo and Depth Estimation" (2023) in IEEE Transactions on Pattern Analysis and Machine Intelligence

Jianfei Cai collaborates frequently with a set of coauthors, including Bohan Zhuang, Dinh Phung, Tat-Jen Cham, Chuanxia Zheng, and Hengcan Shi. The number of collaborations ranges from 20 to 32 joint publications with these colleagues.

The scientist has been recognized with the IEEE Fellow award in 2021 for contributions to multimedia transmission and content analysis.

Best Publications

  • Recent advances in convolutional neural networks

    Jiuxiang Gu;Zhenhua Wang;Jason Kuen;Lianyang Ma

  • When Gaussian Process Meets Big Data: A Review of Scalable GPs

    Haitao Liu;Yew-Soon Ong;Xiaobo Shen;Jianfei Cai

  • Auto-Encoding Scene Graphs for Image Captioning

    Xu Yang;Kaihua Tang;Hanwang Zhang;Jianfei Cai

  • Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks

    Yujun Cai;Liuhao Ge;Jun Liu;Jianfei Cai

  • Joint source channel rate-distortion analysis for adaptive mode selection and rate control in wireless video coding

    Zhihai He;Jianfei Cai;Chang Wen Chen

  • Pluralistic Image Completion

    Chuanxia Zheng;Tat-Jen Cham;Jianfei Cai

  • 3D Hand Shape and Pose Estimation From a Single RGB Image

    Liuhao Ge;Zhou Ren;Yuncheng Li;Zehao Xue

  • A survey of adaptive sampling for global metamodeling in support of simulation-based complex engineering design

    Haitao Liu;Yew-Soon Ong;Jianfei Cai

  • Look, Imagine and Match: Improving Textual-Visual Cross-Modal Retrieval with Generative Models

    Jiuxiang Gu;Jianfei Cai;Shafiq Joty;Li Niu

  • Scene Graph Generation With External Knowledge and Image Reconstruction

    Jiuxiang Gu;Handong Zhao;Zhe Lin;Sheng Li

  • GMFlow: Learning Optical Flow via Global Matching

    Haofei Xu;Jing Zhang;Jianfei Cai;Hamid Rezatofighi

  • Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images

    Yujun Cai;Liuhao Ge;Jianfei Cai;Junsong Yuan

  • Beyond pixels: A comprehensive survey from bottom-up to semantic image segmentation and cosegmentation

    Hongyuan Zhu;Fanman Meng;Jianfei Cai;Shijian Lu

  • Remarks on multi-output Gaussian process regression

    Haitao Liu;Jianfei Cai;Yew Soon Ong

  • Admission control in IEEE 802.11e wireless LANs

    Deyun Gao;Jianfei Cai;King Ngi Ngan

  • Deep Adaptive Attention for Joint Facial Action Unit Detection and Face Alignment

    Zhiwen Shao;Zhilei Liu;Jianfei Cai;Lizhuang Ma;Lizhuang Ma

  • Semi-supervised Left Atrium Segmentation with Mutual Consistency Training

    Yicheng Wu;Yicheng Wu;Minfeng Xu;Zongyuan Ge;Jianfei Cai

  • Portable Food-Freshness Prediction Platform Based on Colorimetric Barcode Combinatorics and Deep Convolutional Neural Networks

    Lingling Guo;Ting Wang;Zhonghua Wu;Jianwu Wang

  • Recent Advances in Convolutional Neural Networks

    Jiuxiang Gu;Zhenhua Wang;Jason Kuen;Lianyang Ma

  • CNN-Based Real-Time Dense Face Reconstruction with Inverse-Rendered Photo-Realistic Face Images

    Yudong Guo;Juyong Zhang;Jianfei Cai;Boyi Jiang

  • Stack-captioning: coarse-to-fine learning for image captioning

    Jiuxiang Gu;Jianfei Cai;Gang Wang;Tsuhan Chen

  • HMM-Based audio keyword generation

    Min Xu;Ling-Yu Duan;Jianfei Cai;Liang-Tien Chia

  • Large-Margin Multi-Modal Deep Learning for RGB-D Object Recognition

    Anran Wang;Jiwen Lu;Jianfei Cai;Tat-Jen Cham

Frequent Co-Authors

Tat-Jen Cham
Tat-Jen Cham Nanyang Technological University
Chuan Heng Foh
Chuan Heng Foh University of Surrey
Chang Wen Chen
Chang Wen Chen Hong Kong Polytechnic University
Junsong Yuan
Junsong Yuan University at Buffalo, State University of New York
Yew-Soon Ong
Yew-Soon Ong Nanyang Technological University
King Ngi Ngan
King Ngi Ngan University of Electronic Science and Technology of China
Shafiq Joty
Shafiq Joty Salesforce (United States)
Weisi Lin
Weisi Lin Nanyang Technological University
Yonggang Wen
Yonggang Wen Nanyang Technological University
Lizhuang Ma
Lizhuang Ma Shanghai Jiao Tong University

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