Stuart Geman

28.1k citations
63 papers · 20.6k · 3 hit papers · h-index 29

Impact in

    • Statistical Methods and Inference
    • Statistical Methods and Bayesian Inference
    • Medical Image Segmentation Techniques
    • Image and Signal Denoising Methods
    • Image Retrieval and Classification Techniques
    • Advanced Image and Video Retrieval Techniques

Papers in

    • Neural Networks and Applications 7
    • Natural Language Processing Techniques 6
    • Image and Signal Denoising Methods 9
    • Medical Image Segmentation Techniques 8
    • Image Retrieval and Classification Techniques 7
    • Advanced Image and Video Retrieval Techniques 5

Stuart Geman

62 papers receiving 18.8k citations

Stuart Geman's Hit Papers

Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images* 1993 · 728 citations
7280+14+28Years since publication4.0k8.0k12.0k

Peers

Stuart Geman
Comparison fields: 5 of 219
  • Statistics and Probability 3.2k
  • Computer Vision and Pattern Recognition 6.7k
  • Artificial Intelligence 7.0k
  • Media Technology 1.6k
  • Signal Processing 1.1k
Replace Donald Geman with:
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Stuart Geman relative to Donald Geman United States Donald Geman's profile →
Citations per field
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Citations per year

Countries citing papers authored by Stuart Geman

Since Specialization
Citations

This map shows the geographic impact of Stuart Geman'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 Stuart Geman with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Stuart Geman more than expected).

Fields of papers citing papers by Stuart Geman

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Stuart Geman. 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 Stuart Geman. The network helps show where Stuart Geman may publish in the future.

Co-authors

The 25 scholars most cited alongside Stuart Geman, 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 Stuart Geman Line = papers co-authored together Stuart Geman links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 63 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
Hit paper breakdown →
198413476
2
Neural Networks and the Bias/Variance Dilemma
Hit paper breakdown →
19922659
3
Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images*
Hit paper breakdown →
1993728
4
Statistical methods for tomographic image reconstruction
1987465
5 1987411
6 1990396
7 1980247
8 1982246
9 1986238
10 2015193
11 1999144
12 2006124
13
Estimation of probabilistic context-free grammars
1998107
14 201189
15 198388
16
Compositionality, MDL Priors, and Object Recognition
199678
17
Markov Random Field Image Models and Their Applications to Computer Vision
201071
18 200358
19 197957
20 200656

About Stuart Geman

Stuart Geman is a scholar working on Artificial Intelligence, Computer Vision and Pattern Recognition, Cognitive Neuroscience, Statistics and Probability and Molecular Biology, having authored 63 papers that have together received 20.6k indexed citations. Recurring topics across this work include Neural dynamics and brain function (13 papers), Image and Signal Denoising Methods (9 papers), Medical Image Segmentation Techniques (8 papers), Neural Networks and Applications (7 papers), Image Retrieval and Classification Techniques (7 papers), Natural Language Processing Techniques (6 papers), Advanced Image and Video Retrieval Techniques (5 papers) and Visual perception and processing mechanisms (5 papers). The work is most often cited by research in Statistics and Probability (3.2k citations), Computer Vision and Pattern Recognition (6.7k citations), Artificial Intelligence (7.0k citations), Media Technology (1.6k citations) and Signal Processing (1.1k citations). Stuart Geman has collaborated with scholars based in United States, Taiwan and France. Frequent co-authors include Donald Geman, Elie Bienenstock, René Doursat, Donald E. McClure, Chii-Ruey Hwang, Christine Graffigne, Po Dong, Zhiyi Chi, Matthew Tom Harrison and Mark Johnson. Their work appears in journals such as Proceedings of the National Academy of Sciences, SIAM Journal on Applied Mathematics, The Annals of Probability, Neural Computation and IEEE Transactions on Information Theory.

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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