Stefan Roth

35.0k citations
107 papers · 17.5k · 13 hit papers · h-index 44

Impact in

    • Advanced Vision and Imaging
    • Advanced Neural Network Applications
    • Video Surveillance and Tracking Methods
    • Advanced Image Processing Techniques
    • Advanced Image and Video Retrieval Techniques
    • Human Pose and Action Recognition

Papers in

    • Advanced Vision and Imaging 27
    • Advanced Image Processing Techniques 22
    • Video Surveillance and Tracking Methods 20
    • Advanced Image and Video Retrieval Techniques 19
    • Advanced Neural Network Applications 15
    • Image and Signal Denoising Methods 13
    • Human Pose and Action Recognition 9

Stefan Roth

105 papers receiving 17.0k citations

Stefan Roth's Hit Papers

UnFlow: Unsupervised Learning of Optical Flow With a Bidirectional Census Loss 2018 · 317 citations
3170+7+14Years since publication2.0k4.0k6.0k

Peers

Stefan Roth
Comparison fields: 5 of 185
  • Computer Vision and Pattern Recognition 14.5k
  • Media Technology 2.4k
  • Computer Graphics and Computer-Aided Design 444
  • Artificial Intelligence 3.8k
  • Automotive Engineering 989
Replace Pedro F. Felzenszwalb with:
Pedro F. Felzenszwalb United States
Ping Luo China
Bolei Zhou Hong Kong
John Winn United Kingdom
Ali Farhadi United States
Dorin Comaniciu United States
Zhuowen Tu United States
Philip H. S. Torr United Kingdom
Thomas Brox Germany
Xiang Bai China
Stefan Roth relative to Pedro F. Felzenszwalb United States Pedro F. Felzenszwalb's profile →
Citations per field
00.5×3.1×
Pedro F. Felzenszwalb · 1×
Citations per year

Countries citing papers authored by Stefan Roth

Since Specialization
Citations

This map shows the geographic impact of Stefan Roth's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Stefan Roth with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Stefan Roth more than expected).

Fields of papers citing papers by Stefan Roth

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Stefan Roth. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Stefan Roth. The network helps show where Stefan Roth may publish in the future.

Co-authors

The 25 scholars most cited alongside Stefan Roth, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Stefan Roth Line = papers co-authored together Stefan Roth links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 107 papers — load more, or switch the sort, to bring in the rest.

#Work
1
The Cityscapes Dataset for Semantic Urban Scene Understanding
Hit paper breakdown →
20167106
2
A Database and Evaluation Methodology for Optical Flow
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20101345
3
Secrets of optical flow estimation and their principles
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2010985
4
Fields of Experts: A Framework for Learning Image Priors
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2005696
5
People-tracking-by-detection and people-detection-by-tracking
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2008569
6
Fields of Experts
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2009554
7
Pictorial structures revisited: People detection and articulated pose estimation
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2009521
8
A Quantitative Analysis of Current Practices in Optical Flow Estimation and the Principles Behind Them
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2013423
9
Continuous Energy Minimization for Multitarget Tracking
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2013400
10
A Database and Evaluation Methodology for Optical Flow
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2007396
11
Shrinkage Fields for Effective Image Restoration
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2014357
12
Monocular 3D pose estimation and tracking by detection
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2010322
13
UnFlow: Unsupervised Learning of Optical Flow With a Bidirectional Census Loss
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2018317
14 2004260
15 2012225
16 2013143
17 2015141
18 2015127
19 2009124
20 2007114

About Stefan Roth

Stefan Roth is a scholar working on Computer Vision and Pattern Recognition, Artificial Intelligence, Media Technology, Computational Mechanics and Aerospace Engineering, having authored 107 papers that have together received 17.5k indexed citations. Recurring topics across this work include Advanced Vision and Imaging (27 papers), Advanced Image Processing Techniques (22 papers), Video Surveillance and Tracking Methods (20 papers), Advanced Image and Video Retrieval Techniques (19 papers), Advanced Neural Network Applications (15 papers), Image and Signal Denoising Methods (13 papers), Human Pose and Action Recognition (9 papers) and Image Processing Techniques and Applications (9 papers). The work is most often cited by research in Computer Vision and Pattern Recognition (14.5k citations), Media Technology (2.4k citations), Computer Graphics and Computer-Aided Design (444 citations), Artificial Intelligence (3.8k citations) and Automotive Engineering (989 citations). Stefan Roth has collaborated with scholars based in Germany, United States and Switzerland. Frequent co-authors include Bernt Schiele, Markus Enzweiler, Uwe Franke, Marius Cordts, Timo Rehfeld, Sebastian Ramos, Mohamed Omran, Rodrigo Benenson, Michael J. Black and Michael J. Black. Their work appears in journals such as International Journal of Computer Vision, IEEE Transactions on Pattern Analysis and Machine Intelligence, The Journal of Urology, Image and Vision Computing and Computers & Graphics.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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