2026 Stefan Winkler: Computer Science Researcher – H-Index, Publications & Awards

Discipline name	D-Index	World Ranking	Current World Ranking	National Ranking	Current National Ranking	Publications	Citations
Computer Science	47	6368	6184	85	85	158	12197

Overview

Stefan Winkler is affiliated with the National University of Singapore and has a research focus primarily in Computer Science. Their work covers several subfields, including Artificial Intelligence, Computer Vision and Pattern Recognition, Aerospace Engineering, Experimental and Cognitive Psychology, and Radiology, Nuclear Medicine and Imaging.

The scientist's research topics encompass:

Topic Modeling
Digital Imaging for Blood Diseases
Emotion and Mood Recognition
GNSS positioning and interference
AI in cancer detection
Generative Adversarial Networks and Image Synthesis
Natural Language Processing Techniques

Recent publications illustrate the range of Stefan Winkler's research interests and contributions. These include:

From microscope to micropixels: A rapid review of artificial intelligence for the peripheral blood film (2023, Blood Reviews)
Identifying psychiatric manifestations in schizophrenia and depression from audio-visual behavioural indicators through a machine-learning approach (2022, Schizophrenia)
Artificial Intelligence-Generated Facial Images for Medical Education (2023, Medical Science Educator)
Morphset: Augmenting categorical emotion datasets with dimensional affect labels using face morphing (2021, arXiv [Cornell University])
Artificial intelligence in peripheral blood films: an evolving landscape (2022, The Lancet Haematology)

The scientist frequently collaborates with colleagues such as Viktor Schlegel, Thanh-Tung Nguyen, Bingwen Eugene Fan, Abhinav Ramesh Kashyap, and Ponnudurai Kuperan.

Publication venues where Stefan Winkler has disseminated their research include:

arXiv (Cornell University)
Proceedings of the Satellite Division's International Technical Meeting (Online)/Proceedings of the Satellite Division's International Technical Meeting (CD-ROM)
American Journal of Hematology
The Lancet Haematology
Proceedings of the AAAI Conference on Artificial Intelligence

The scientist's output in Computer Science totals 47 publications, with 28 specifically in Artificial Intelligence and 18 in Computer Vision and Pattern Recognition. They have also contributed notably to Aerospace Engineering with 11 publications, alongside works in Experimental and Cognitive Psychology and Radiology, Nuclear Medicine and Imaging.

Best Publications

A no-reference perceptual blur metric

P. Marziliano;F. Dufaux;S. Winkler;T. Ebrahimi

856
Citations
The Evolution of Video Quality Measurement: From PSNR to Hybrid Metrics

S. Winkler;P. Mohandas

814
Citations
Digital Video Quality: Vision Models and Metrics

Stefan Winkler

808
Citations
A data-driven approach to cleaning large face datasets

Hong-Wei Ng;Stefan Winkler

751
Citations
Deep Learning for Emotion Recognition on Small Datasets using Transfer Learning

Hong-Wei Ng;Viet Dung Nguyen;Vassilios Vonikakis;Stefan Winkler

729
Citations
Perceptual Blur and Ringing Metrics: Application to JPEG2000

Pina Marziliano;Frederic Dufaux;Stefan Winkler;Touradj Ebrahimi

720
Citations
Mean opinion score (MOS) revisited: methods and applications, limitations and alternatives

Robert C. Streijl;Stefan Winkler;David S. Hands

561
Citations
ASCERTAIN: Emotion and Personality Recognition Using Commercial Sensors

Ramanathan Subramanian;Julia Wache;Mojtaba Khomami Abadi;Radu L. Vieriu

538
Citations
Perceptual distortion metric for digital color video.

Stefan Winkler

399
Citations
COVERAGE — A novel database for copy-move forgery detection

Bihan Wen;Ye Zhu;Ramanathan Subramanian;Tian-Tsong Ng

364
Citations
Analysis of Public Image and Video Databases for Quality Assessment

S. Winkler

343
Citations
Issues in vision modeling for perceptual video quality assessment

Stefan Winkler

333
Citations
A vision-based masking model for spread-spectrum image watermarking

M. Kutter;S. Winkler

292
Citations
Video Quality Experts Group: Current results and future directions

Ann Marie Rohaly;Philip J. Corriveau;John M. Libert;Arthur A. Webster

208
Citations
Vision-model-based impairment metric to evaluate blocking artifacts in digital video

Zhenghua Yu;Hong Ren Wu;S. Winkler;Tao Chen

185
Citations
Vision models and quality metrics for image processing applications

Stefan Winkler

168
Citations
Image complexity and spatial information

Honghai Yu;Stefan Winkler

167
Citations
Color image quality on the Internet

Sabine E. Susstrunk;Stefan Winkler

163
Citations
Color-Based Segmentation of Sky/Cloud Images From Ground-Based Cameras

Soumyabrata Dev;Yee Hui Lee;Stefan Winkler

143
Citations
A Data-Driven Approach for Accurate Rainfall Prediction

Shilpa Manandhar;Soumyabrata Dev;Yee Hui Lee;Yu Song Meng

110
Citations
Video quality measurement standards — Current status and trends

Stefan Winkler

107
Citations

Frequent Co-Authors

Nicu Sebe University of Trento

Bingbing Ni Shanghai Jiao Tong University

Ashraf A. Kassim National University of Singapore

Le Zhang University of Electronic Science and Technology of China

Mohan S. Kankanhalli National University of Singapore

Vijay Chandrasekhar Agency for Science, Technology and Research

Sabine Süsstrunk École Polytechnique Fédérale de Lausanne

Frederic Dufaux CentraleSupélec

Touradj Ebrahimi École Polytechnique Fédérale de Lausanne

Christof Faller Illusonic

External Links

Personal website of Stefan Winkler Google Scholar page

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