Fabian Mentzer
Impact in
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- Advanced Image Processing Techniques
- Advanced Data Compression Techniques
- Image and Signal Denoising Methods
- Advanced Vision and Imaging
- Generative Adversarial Networks and Image Synthesis
- Image Enhancement Techniques
- Advanced Image and Video Retrieval Techniques
- Signal Processing top 5%
- Video Coding and Compression Technologies
Papers in
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- Advanced Image Processing Techniques 8
- Image and Signal Denoising Methods 6
- Generative Adversarial Networks and Image Synthesis 4
- Advanced Data Compression Techniques 4
- Advanced Vision and Imaging 2
- Advanced Neural Network Applications 2
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- Video Coding and Compression Technologies 2
- Co-authors
- Luc Van Gool (7 shared papers)Radu Timofte (7 shared papers)Eirikur Agustsson (7 shared papers)Michael Tschannen (7 shared papers)Ren Yang (2 shared papers)Lukas Cavigelli (3 shared papers)Luca Benini (3 shared papers)David Minnen (2 shared papers)
- Journals
- IEEE Journal of Selected Topics in Signal Processing (1 paper)Lirias (KU Leuven) (2 papers)arXiv (Cornell University) (1 paper)Open MIND (1 paper)Computer Vision and Pattern Recognition (1 paper)
- Partner nations
- SwitzerlandBelgiumUnited States
In The Last Decade
Fabian Mentzer
12 papers receiving 699 citations
Fabian Mentzer's Hit Papers
Peers
Comparison fields: 5 of 45
- Computer Vision and Pattern Recognition 658
- Signal Processing 228
- Media Technology 35
- Computer Graphics and Computer-Aided Design 13
- Artificial Intelligence 66
Countries citing papers authored by Fabian Mentzer
This map shows the geographic impact of Fabian Mentzer'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 Fabian Mentzer with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Fabian Mentzer more than expected).
Fields of papers citing papers by Fabian Mentzer
This network shows the impact of papers produced by Fabian Mentzer. 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 Fabian Mentzer. The network helps show where Fabian Mentzer may publish in the future.
Co-authors
The 11 scholars most cited alongside Fabian Mentzer, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
| # | Work | ||
|---|---|---|---|
| 1 | Generative adversarial networks for extreme learned image compression Hit paper breakdown → | 2019 | 333 |
| 2 | 2020 | 141 | |
| 3 | 2020 | 96 | |
| 4 | Soft-to-hard vector quantization for end-to-end learning compressible representations | 2017 | 78 |
| 5 | 2023 | 34 | |
| 6 | Soft-to-Hard Vector Quantization for End-to-End Learned Compression of Images and Neural Networks. | 2017 | 10 |
| 7 | 2023 | 9 | |
| 8 | Extreme Learned Image Compression with GANs | 2018 | 7 |
| 9 | 2018 | 6 | |
| 10 | Towards Image Understanding from Deep Compression without Decoding | 2018 | 5 |
| 11 | 2022 | 2 | |
| 12 | 2024 | 1 |
About Fabian Mentzer
Fabian Mentzer is a scholar working on Computer Vision and Pattern Recognition, Signal Processing, Computational Mechanics, Artificial Intelligence and Geophysics, having authored 12 papers that have together received 722 indexed citations. Recurring topics across this work include Advanced Image Processing Techniques (8 papers), Image and Signal Denoising Methods (6 papers), Generative Adversarial Networks and Image Synthesis (4 papers), Advanced Data Compression Techniques (4 papers), Video Coding and Compression Technologies (2 papers), Advanced Vision and Imaging (2 papers), Advanced Neural Network Applications (2 papers) and Sparse and Compressive Sensing Techniques (1 paper). The work is most often cited by research in Computer Vision and Pattern Recognition (658 citations), Signal Processing (228 citations), Media Technology (35 citations), Computer Graphics and Computer-Aided Design (13 citations) and Artificial Intelligence (66 citations). Fabian Mentzer has collaborated with scholars based in Switzerland, Belgium and United States. Frequent co-authors include Luc Van Gool, Radu Timofte, Eirikur Agustsson, Michael Tschannen, Ren Yang, Lukas Cavigelli, Luca Benini, David Minnen, George Toderici and Sergi Caelles. Their work appears in journals such as IEEE Journal of Selected Topics in Signal Processing, Lirias (KU Leuven), arXiv (Cornell University), Open MIND and Computer Vision and Pattern Recognition.
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.