Frédéric Ratle

2.1k total citations · 1 hit paper
13 papers, 1.1k citations indexed

About

Frédéric Ratle is a scholar working on Media Technology, Computer Vision and Pattern Recognition and Artificial Intelligence. According to data from OpenAlex, Frédéric Ratle has authored 13 papers receiving a total of 1.1k indexed citations (citations by other indexed papers that have themselves been cited), including 5 papers in Media Technology, 4 papers in Computer Vision and Pattern Recognition and 4 papers in Artificial Intelligence. Recurrent topics in Frédéric Ratle's work include Remote-Sensing Image Classification (4 papers), Machine Learning and Algorithms (3 papers) and Remote Sensing and Land Use (3 papers). Frédéric Ratle is often cited by papers focused on Remote-Sensing Image Classification (4 papers), Machine Learning and Algorithms (3 papers) and Remote Sensing and Land Use (3 papers). Frédéric Ratle collaborates with scholars based in Switzerland, United States and Italy. Frédéric Ratle's co-authors include Jason Weston, Devis Tuia, Gustau Camps‐Valls, Mikhaïl Kanevski, Ronan Collobert, William J. Emery, Fabio Pacifici, Alexei Pozdnoukhov, Marj Tonini and Rosa Lasaponara and has published in prestigious journals such as IEEE Transactions on Geoscience and Remote Sensing, Applied Soft Computing and Chemometrics and Intelligent Laboratory Systems.

In The Last Decade

Frédéric Ratle

13 papers receiving 1.0k citations

Hit Papers

align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Active Learning Methods for Remote Sensing Image Classification

2009 389 citations Devis Tuia, Frédéric Ratle et al. IEEE Transactions on Geoscience and Remote Sensing profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name	h						Papers	Cites
Frédéric Ratle Switzerland	9	564	408	390	287	124	13	1.1k
Swarnajyoti Patra India	15	541 1.0×	293 0.7×	237 0.6×	325 1.1×	174 1.4×	41	911
Youcef Chibani Algeria	20	808 1.4×	1.1k 2.6×	364 0.9×	216 0.8×	155 1.3×	122	1.6k
Guo Cao China	20	878 1.6×	516 1.3×	310 0.8×	542 1.9×	260 2.1×	76	1.5k
Shou Feng China	20	808 1.4×	397 1.0×	224 0.6×	371 1.3×	77 0.6×	76	1.2k
Md. Al Mamun Bangladesh	14	415 0.7×	249 0.6×	164 0.4×	303 1.1×	104 0.8×	89	1.0k
Jianjun Liu China	18	690 1.2×	406 1.0×	133 0.3×	241 0.8×	79 0.6×	58	996
Biplab Banerjee India	20	660 1.2×	669 1.6×	421 1.1×	231 0.8×	125 1.0×	123	1.3k
Srinivas Andra United States	3	675 1.2×	603 1.5×	176 0.5×	361 1.3×	279 2.3×	5	1.4k
Basel Solaiman France	17	294 0.5×	420 1.0×	276 0.7×	142 0.5×	73 0.6×	136	1.0k
Ying Qu China	20	1.3k 2.4×	589 1.4×	315 0.8×	549 1.9×	148 1.2×	104	2.1k

Countries citing papers authored by Frédéric Ratle

Since Specialization

Citations

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

Fields of papers citing papers by Frédéric Ratle

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Frédéric Ratle

This figure shows the co-authorship network connecting the top 25 collaborators of Frédéric Ratle. A scholar is included among the top collaborators of Frédéric Ratle based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Frédéric Ratle. Frédéric Ratle is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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13 of 13 papers shown

Tuia, Devis, Frédéric Ratle, Fabio Pacifici, Mikhaïl Kanevski, & William J. Emery. (2010). Correction to "Active Learning Methods for Remote Sensing Image Classification" [Jul 09 2218-2232]. IEEE Transactions on Geoscience and Remote Sensing. 48(6). 2767–2767. 6 indexed citations

Ratle, Frédéric, Gustau Camps‐Valls, & Jason Weston. (2010). Semisupervised Neural Networks for Efficient Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing. 48(5). 2271–2282. 268 indexed citations

Tuia, Devis, Frédéric Ratle, Alexei Pozdnoukhov, & Gustau Camps‐Valls. (2010). Multisource Composite Kernels for Urban-Image Classification. IEEE Geoscience and Remote Sensing Letters. 7(1). 88–92. 71 indexed citations

Tuia, Devis, Frédéric Ratle, Fabio Pacifici, Mikhaïl Kanevski, & William J. Emery. (2009). Active Learning Methods for Remote Sensing Image Classification. IEEE Transactions on Geoscience and Remote Sensing. 47(7). 2218–2232. 389 indexed citations breakdown →

Tonini, Marj, Devis Tuia, & Frédéric Ratle. (2009). Detection of clusters using space–time scan statistics. International Journal of Wildland Fire. 18(7). 830–836. 20 indexed citations

Ratle, Frédéric, Vincent Achim, & F. Trochu. (2008). Evolutionary operators for optimal gate location in liquid composite moulding. Applied Soft Computing. 9(2). 817–823. 20 indexed citations

Weston, Jason, Frédéric Ratle, & Ronan Collobert. (2008). Deep learning via semi-supervised embedding. IRIS. 1168–1175. 240 indexed citations

Tuia, Devis & Frédéric Ratle. (2008). Mixed spectral-structural classification of very high resolution images with summation kernels. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 7109. 710906–710906. 1 indexed citations

Tuia, Devis, Frédéric Ratle, Fabio Pacifici, et al.. (2008). Active Learning of Very-High Resolution Optical Imagery with SVM: Entropy vs Margin Sampling. IRIS. 4. IV – 73. 5 indexed citations

10.

Ratle, Frédéric, et al.. (2007). Advanced clustering methods for mining chemical databases in forensic science. Chemometrics and Intelligent Laboratory Systems. 90(2). 123–131. 9 indexed citations

11.

Tuia, Devis, Frédéric Ratle, Rosa Lasaponara, Luciano Telesca, & Mikhaïl Kanevski. (2007). Scan statistics analysis of forest fire clusters. Communications in Nonlinear Science and Numerical Simulation. 13(8). 1689–1694. 36 indexed citations

12.

Ratle, Frédéric, et al.. (2006). Pattern analysis in illicit heroin seizures: a novel application of machine learning algorithms.. The European Symposium on Artificial Neural Networks. 665–670. 6 indexed citations

13.

Ratle, Frédéric, et al.. (2006). Pattern detection in forensic case data using graph theory: Application to heroin cutting agents. Forensic Science International. 167(2-3). 242–246. 19 indexed citations

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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