Samia Aïnouz

516 total citations
31 papers, 287 citations indexed

About

Samia Aïnouz is a scholar working on Computer Vision and Pattern Recognition, Biomedical Engineering and Aerospace Engineering. According to data from OpenAlex, Samia Aïnouz has authored 31 papers receiving a total of 287 indexed citations (citations by other indexed papers that have themselves been cited), including 21 papers in Computer Vision and Pattern Recognition, 9 papers in Biomedical Engineering and 7 papers in Aerospace Engineering. Recurrent topics in Samia Aïnouz's work include Optical Polarization and Ellipsometry (9 papers), Image Enhancement Techniques (8 papers) and Advanced Vision and Imaging (7 papers). Samia Aïnouz is often cited by papers focused on Optical Polarization and Ellipsometry (9 papers), Image Enhancement Techniques (8 papers) and Advanced Vision and Imaging (7 papers). Samia Aïnouz collaborates with scholars based in France, Malaysia and Romania. Samia Aïnouz's co-authors include Abdelaziz Bensrhair, Caroline Petitjean, M.P. Stoll, Alina Miron, Alexandrina Rogozan, Fabrice Mériaudeau, Stéphane Canu, Fan Wang, Christophe Collet and A. De Martino and has published in prestigious journals such as Optics Express, IEEE Access and Sensors.

In The Last Decade

Samia Aïnouz

30 papers receiving 276 citations

Peers — A (Enhanced Table)

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

Name h Career Trend Papers Cites
Samia Aïnouz France 11 160 100 74 49 33 31 287
Yuzhi Zhao China 11 277 1.7× 39 0.4× 33 0.4× 123 2.5× 8 0.2× 38 432
Vage Taamazyan Russia 4 205 1.3× 110 1.1× 47 0.6× 45 0.9× 3 0.1× 8 293
Zheng Tan China 8 176 1.1× 43 0.4× 29 0.4× 160 3.3× 9 0.3× 52 316
Chen Jia China 10 99 0.6× 34 0.3× 20 0.3× 30 0.6× 120 3.6× 33 376
Golam Dastegir Al-Quaderi Bangladesh 4 210 1.3× 37 0.4× 24 0.3× 94 1.9× 9 0.3× 7 304
Marvin Lindner Germany 5 238 1.5× 47 0.5× 95 1.3× 23 0.5× 10 0.3× 6 355
Xianglong Zeng China 7 146 0.9× 54 0.5× 16 0.2× 22 0.4× 5 0.2× 11 307
Binghua Su China 9 200 1.3× 24 0.2× 14 0.2× 69 1.4× 6 0.2× 37 313

Countries citing papers authored by Samia Aïnouz

Since Specialization
Citations

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

Fields of papers citing papers by Samia Aïnouz

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Samia Aïnouz

This figure shows the co-authorship network connecting the top 25 collaborators of Samia Aïnouz. A scholar is included among the top collaborators of Samia Aïnouz 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 Samia Aïnouz. Samia Aïnouz is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Guériau, Maxime, et al.. (2024). Advancements in Mixed Reality for Autonomous Vehicle Testing and Advanced Driver Assistance Systems: A Survey. IEEE Transactions on Intelligent Transportation Systems. 25(12). 19276–19294. 3 indexed citations
2.
Aïnouz, Samia, et al.. (2023). Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data. Neurocomputing. 559. 126769–126769. 4 indexed citations
3.
Aïnouz, Samia, et al.. (2023). Neural Network Observer for Lateral Vehicle Model with Varying Sampled and Delayed Output. SPIRE - Sciences Po Institutional REpository. 5358–5363. 1 indexed citations
4.
Guyader, Carole Le, Samia Aïnouz, & Stéphane Canu. (2023). A Physically Admissible Stokes Vector Reconstruction in Linear Polarimetric Imaging. Journal of Mathematical Imaging and Vision. 65(4). 592–617.
5.
Aïnouz, Samia, et al.. (2023). Continuous–Discrete Time Neural Network Observer for Nonlinear Dynamic Systems Application to Vehicle Systems. IFAC-PapersOnLine. 56(2). 5685–5690. 2 indexed citations
6.
Guériau, Maxime, et al.. (2023). A mixed-reality framework based on depth camera for safety testing of autonomous navigation systems. SPIRE - Sciences Po Institutional REpository. 2010. 2050–2055. 2 indexed citations
7.
Aïnouz, Samia, et al.. (2022). Physically-admissible polarimetric data augmentation for road-scene analysis. Computer Vision and Image Understanding. 222. 103495–103495. 2 indexed citations
8.
Audigier, Romaric, et al.. (2021). Improving Unsupervised Domain Adaptive Re-Identification Via Source-Guided Selection of Pseudo-Labeling Hyperparameters. IEEE Access. 9. 149780–149795. 5 indexed citations
9.
Aïnouz, Samia, et al.. (2021). The PolarLITIS Dataset: Road Scenes Under Fog. IEEE Transactions on Intelligent Transportation Systems. 23(8). 10753–10762. 9 indexed citations
10.
Aïnouz, Samia, et al.. (2021). Multimodal Polarimetric And Color Fusion For Road Scene Analysis In Adverse Weather Conditions. HAL (Le Centre pour la Communication Scientifique Directe). 3338–3342. 2 indexed citations
11.
Audigier, Romaric, et al.. (2021). A Formal Approach to Good Practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification. SSRN Electronic Journal. 1 indexed citations
12.
Zhang, Jing, et al.. (2020). Direct estimation of fetal head circumference from ultrasound images based on regression CNN. 914–922. 10 indexed citations
13.
Bobda, Christophe, et al.. (2017). SoC Design Of A Novel Cluster-Based Approach for Real-Time Lane Detection in Low Quality Images. Journal of the Arkansas Academy of Science. 186–192. 2 indexed citations
14.
Aïnouz, Samia, et al.. (2017). PHROG: A Multimodal Feature for Place Recognition. Sensors. 17(5). 1167–1167. 6 indexed citations
15.
Wang, Fan, Samia Aïnouz, Chunfeng Lian, & Abdelaziz Bensrhair. (2017). Multimodality semantic segmentation based on polarization and color images. Neurocomputing. 253. 193–200. 17 indexed citations
16.
Wang, Fan, Samia Aïnouz, Caroline Petitjean, & Abdelaziz Bensrhair. (2016). Polarization-based specularity removal method with global energy minimization. HAL (Le Centre pour la Communication Scientifique Directe). 46. 1983–1987. 5 indexed citations
17.
Aïnouz, Samia, et al.. (2013). Adaptive processing of catadioptric images using polarization imaging: towards a pola-catadioptric model. Optical Engineering. 52(3). 37001–37001. 10 indexed citations
18.
19.
Miron, Alina, Samia Aïnouz, Alexandrina Rogozan, & Abdelaziz Bensrhair. (2012). Towards a robust and fast color stereo matching for intelligent vehicle application. 99. 465–468. 2 indexed citations
20.
Aïnouz, Samia, et al.. (2008). Mirror-adapted matching of catadioptric images. 309–312. 2 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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