PUMA publications for /group/simtech/MLhttps://puma.ub.uni-stuttgart.de/group/simtech/MLPUMA RSS feed for /group/simtech/ML2026-04-23T08:33:48+02:00- Domain-randomised instance-segmentation benchmark for soot in PIV imageshttps://puma.ub.uni-stuttgart.de/bibtex/28756689a5f23fa376ec8f97cd9cfcaba/bjosebjose2025-12-19T13:48:16+01:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/179d9e3534913bca42ccc1ab6e2626076/author/0"><span itemprop="name">B. Jose</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Klaus Peter Geigle" itemprop="url" href="/person/179d9e3534913bca42ccc1ab6e2626076/author/1"><span itemprop="name">K. Peter Geigle</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/179d9e3534913bca42ccc1ab6e2626076/author/2"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/PublicationIssue" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="journal">Machine Learning: Science and Technology</span>, </em> <em><span itemtype="http://schema.org/PublicationVolume" itemscope="itemscope" itemprop="isPartOf"><span itemprop="volumeNumber">6 </span></span>(<span itemprop="issueNumber">4</span>):
<span itemprop="pagination">040504</span></em> </span>(<em><span>December 2025<meta content="December 2025" itemprop="datePublished"/></span></em>)</span>
- ML-based semantic segmentation for quantitative spray atomization descriptionhttps://puma.ub.uni-stuttgart.de/bibtex/29065da7c54e4fc7b24291d408a54b5bf/bjosebjose2025-12-19T13:44:58+01:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/1ec840c17868a376ad0c79bea1e894eee/author/0"><span itemprop="name">B. Jose</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Oliver Lammel" itemprop="url" href="/person/1ec840c17868a376ad0c79bea1e894eee/author/1"><span itemprop="name">O. Lammel</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/1ec840c17868a376ad0c79bea1e894eee/author/2"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/PublicationIssue" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="journal">International Journal of Multiphase Flow</span>, </em> </span>(<em><span>2025<meta content="2025" itemprop="datePublished"/></span></em>)</span>
- Advanced statistics using semi-supervised AI models for shadowgraphyhttps://puma.ub.uni-stuttgart.de/bibtex/28464b1512c55e1fe3abb7b250d8e1c18/bjosebjose2025-12-19T13:36:47+01:00myown ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/13c43dffbd055fbfec66ae2d6b7d05e87/author/0"><span itemprop="name">B. Jose</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/13c43dffbd055fbfec66ae2d6b7d05e87/author/1"><span itemprop="name">F. Hampp</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Yeonse Kang" itemprop="url" href="/person/13c43dffbd055fbfec66ae2d6b7d05e87/author/2"><span itemprop="name">Y. Kang</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/PublicationIssue" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="journal">Statusseminar SimTech</span>, </em> </span>(<em><span>2025<meta content="2025" itemprop="datePublished"/></span></em>)</span>
- Advanced statistics and ablation studies on semi-supervised AI models for optical diagnosticshttps://puma.ub.uni-stuttgart.de/bibtex/216d49a405044b362e20e542629fe0b1d/bjosebjose2025-02-04T08:48:48+01:00myown ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/1af0438e7b8372afb83d387bd8d6b9e40/author/0"><span itemprop="name">B. Jose</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/1af0438e7b8372afb83d387bd8d6b9e40/author/1"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/PublicationIssue" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="journal">Statusseminar SimTech</span>, </em> </span>(<em><span>2024<meta content="2024" itemprop="datePublished"/></span></em>)</span>
- DNN model development for experimental characterisation of multi-phase flowshttps://puma.ub.uni-stuttgart.de/bibtex/29364dd470c37fb5a4e915dd549b2c80f/bjosebjose2024-09-02T11:06:42+02:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/19728a37cf85268803ced86d4dc3d577b/author/0"><span itemprop="name">B. Jose</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/19728a37cf85268803ced86d4dc3d577b/author/1"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information">(<em><span>Jul 19, 2023<meta content="Jul 19, 2023" itemprop="datePublished"/></span></em>)</span>
- Supervised learning without labelling: Applied domain randomization on scientific imageshttps://puma.ub.uni-stuttgart.de/bibtex/2f822ded59dddf1a1bc566c39c669cd51/bjosebjose2024-09-02T11:05:58+02:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/1ae1b3bfbbe99d6194e4edbc594415424/author/0"><span itemprop="name">B. Jose</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Klaus Peter Geigle" itemprop="url" href="/person/1ae1b3bfbbe99d6194e4edbc594415424/author/1"><span itemprop="name">K. Geigle</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/1ae1b3bfbbe99d6194e4edbc594415424/author/2"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information">(<em><span>2022<meta content="2022" itemprop="datePublished"/></span></em>)</span>
- Code for training and using the spray segmentation modelshttps://puma.ub.uni-stuttgart.de/bibtex/2179165efcb61b53764616ae768d3cd67/bjosebjose2024-09-02T11:04:01+02:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/1355adf90295f402844fbbba8f7553c34/author/0"><span itemprop="name">B. Jose</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/1355adf90295f402844fbbba8f7553c34/author/1"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information"><em>Software, </em>(<em><span>2024<meta content="2024" itemprop="datePublished"/></span></em>)<em>Related to: Jose, B., Hampp, F., 2024. Machine learning based spray process quantification. International Journal of Multiphase Flow 172, 104702. doi: 10.1016/j.ijmultiphaseflow.2023.104702.</em></span>
- Machine learning based spray process quantificationhttps://puma.ub.uni-stuttgart.de/bibtex/291198ecd2d99c21a8cb0a484a74f8103/bjosebjose2024-03-08T10:58:43+01:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/1fd5f289691f12b003847eb5c171e0d82/author/0"><span itemprop="name">B. Jose</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/1fd5f289691f12b003847eb5c171e0d82/author/1"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/Book" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="name">32nd ILASS Europe Conference</span>, </em></span>(<em><span>2023<meta content="2023" itemprop="datePublished"/></span></em>)</span>
- Machine learning based spray process quantificationhttps://puma.ub.uni-stuttgart.de/bibtex/25e13bbd8e7d08c94c32309a4ac059bb3/bjosebjose2024-03-08T10:51:21+01:00myown ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/162e4254f71563d2a7f285430269a284e/author/0"><span itemprop="name">B. Jose</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/162e4254f71563d2a7f285430269a284e/author/1"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/PublicationIssue" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="journal">International Journal of Multiphase Flow</span>, </em> </span>(<em><span>2024<meta content="2024" itemprop="datePublished"/></span></em>)</span>
- Physics-informed domain randomisation for synthetic training data generationhttps://puma.ub.uni-stuttgart.de/bibtex/2f2285b45e8e7cca3d76ea5a28111c716/bjosebjose2024-03-08T10:39:50+01:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/18661bb8c3a97ff9cec4ca11daef0ca9b/author/0"><span itemprop="name">B. Jose</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Klaus Peter Geigle" itemprop="url" href="/person/18661bb8c3a97ff9cec4ca11daef0ca9b/author/1"><span itemprop="name">K. Geigle</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/18661bb8c3a97ff9cec4ca11daef0ca9b/author/2"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information">(<em><span>2023<meta content="2023" itemprop="datePublished"/></span></em>)</span>
- Training computer vision models without labeled data using physics-informed domain randomisationhttps://puma.ub.uni-stuttgart.de/bibtex/29daa1d6f27489594e5338b64c3dced94/bjosebjose2024-03-08T10:32:55+01:00ivlr bj_all ml <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Basil Jose" itemprop="url" href="/person/1c59818708b2c90b92c730fdadd2c1a52/author/0"><span itemprop="name">B. Jose</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Fabian Hampp" itemprop="url" href="/person/1c59818708b2c90b92c730fdadd2c1a52/author/1"><span itemprop="name">F. Hampp</span></a></span></span>. </span><span class="additional-entrytype-information">(<em><span>2023<meta content="2023" itemprop="datePublished"/></span></em>)</span>
- Decoding Mental Effort in a Quasi-Realistic Scenario: A Feasibility Study on Multimodal Data Fusion and Classificationhttps://puma.ub.uni-stuttgart.de/bibtex/2b08640837cf7043f0ae410d206b6316d/mariawirzbergermariawirzberger2023-09-23T09:36:47+02:00fNIRS myown llis effort multimodal ML classification <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Sabrina Gado" itemprop="url" href="/person/1b475960ec52f0838aa99c78d137c5ad9/author/0"><span itemprop="name">S. Gado</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Katharina Lingelbach" itemprop="url" href="/person/1b475960ec52f0838aa99c78d137c5ad9/author/1"><span itemprop="name">K. Lingelbach</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Maria Wirzberger" itemprop="url" href="/person/1b475960ec52f0838aa99c78d137c5ad9/author/2"><span itemprop="name">M. Wirzberger</span></a></span>, </span> and <span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Mathias Vukelić" itemprop="url" href="/person/1b475960ec52f0838aa99c78d137c5ad9/author/3"><span itemprop="name">M. Vukelić</span></a></span></span>. </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/PublicationIssue" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="journal">Sensors</span>, </em> </span>(<em><span>2023<meta content="2023" itemprop="datePublished"/></span></em>)</span>