1 to 10 of 14 Results
May 13, 2026 - DL Image Segmentation Database
Jose, Basil; Greenblatt, Daniel; Lindstedt, Rune Peter; Hampp, Fabian, 2026, "Background - Signal-free OH-PLIF patches", https://doi.org/10.18419/DARUS-5962, DaRUS, V1
This dataset contains a curated database of signal-free background patches extracted from OH-PLIF measurements. These patches correspond to reactant-side image regions without OH signal and are retained to preserve the original experimental background characteristics of the measurement system. The database is utilised in the generation of synthetic... |
May 13, 2026 - DL Image Segmentation Database
Jose, Basil; Greenblatt, Daniel; Lindstedt, Rune Peter; Hampp, Fabian, 2026, "QoI - OH structures", https://doi.org/10.18419/DARUS-5961, DaRUS, V1
This dataset contains a curated database of OH structures extracted from OH-PLIF measurements. The database is utilised for the generation of synthetic, automatically annotated training data via physics-informed domain randomisation. The resulting synthetic dataset is subsequently used for training of DL-based semantic segmentation models for trans... |
May 13, 2026 - Jose et al. PROCI 2026 LIF Segmentation
Jose, Basil; Greenblatt, Daniel; Lindstedt, Rune Peter; Breicher, Adrian; Geyer, Dirk; Lammel, Oliver; Hampp, Fabian, 2026, "Code, Data and Models for “Transferable DL for in-situ validated LIF segmentation”", https://doi.org/10.18419/DARUS-5960, DaRUS, V1
This dataset provides the code, trained models, and supporting data needed to reproduce the work presented in Jose et al. 2026 on transferable deep-learning-based OH-LIF segmentation. The study trains a segmentation model on synthetically generated, auto-labelled OH-LIF images derived from a single source flame and validates its drop-in transferabi... |
May 13, 2026 - DL Image Segmentation Database
Jose, Basil; Hampp, Fabian, 2026, "QoI - Ligaments", https://doi.org/10.18419/DARUS-5541, DaRUS, V1
This dataset consists of a database of ligaments extracted from high-resolution shadowgraphy images in technical sprays. It serves as a subclass for generating synthetic training data via domain randomisation, which is subsequently used to train Deep Learning (DL) based image segmentation models. A more detailed description is provided in the corre... |
Nov 21, 2025 - DL Image Segmentation Database
Jose, Basil; Geigle, Klaus Peter; Hampp, Fabian, 2025, "Background - Tracer particle regions", https://doi.org/10.18419/DARUS-5182, DaRUS, V2
This dataset contains the database of image snippets of PIV tracer particles (i.e. Mie scattering) in the background, extracted from sooting flame measurements within an RQL-type combustor. The database is one subclass utilised in the generation of synthetic training data via domain randomisation. The resulting dataset is subsequently used for trai... |
Nov 21, 2025 - DL Image Segmentation Database
Jose, Basil; Hampp, Fabian, 2025, "Nuisance - OOFObjs", https://doi.org/10.18419/DARUS-5198, DaRUS, V2
This dataset contains the database of Out Of Focus Objects (OOFObjs)—currently mostly droplets and used for droplet sizing in shadowgraphy analysed sprays. The database is one subclass utilised in the generation of synthetic training dataset via domain randomisation. The resulting dataset is subsequently used for training of DL-based image segmenta... |
Nov 21, 2025 - DL Image Segmentation Database
Jose, Basil; Geigle, Klaus Peter; Hampp, Fabian, 2025, "Nuisance - OOPObjs", https://doi.org/10.18419/DARUS-5183, DaRUS, V2
This dataset contains the database of Out Of Plane Objects (OOPObjs) extracted from PIV (Mie scattering) measurements within an RQL-type combustor. The database is one subclass utilised in the generation of synthetic training data via domain randomisation. The resulting dataset is subsequently used for training of DL-based image segmentation models... |
Nov 21, 2025 - DL Image Segmentation Database
Jose, Basil; Hampp, Fabian, 2025, "QoI - Droplets", https://doi.org/10.18419/DARUS-5200, DaRUS, V2
This dataset consists of a database of regular and distorted droplets with droplet clusters extracted from high-resolution shadowgraphy images in technical sprays. It serves as a subclass for generating synthetic training data via domain randomisation, which is subsequently used to train Deep Learning (DL) based image segmentation models. A more de... |
Nov 21, 2025 - DL Image Segmentation Database
Jose, Basil; Geigle, Klaus Peter; Hampp, Fabian, 2025, "QoI - Soot filaments", https://doi.org/10.18419/DARUS-5180, DaRUS, V2
This dataset contains the database of soot filaments extracted from PIV (Mie scattering) measurements, CFD simulations and generative models. The database is one subclass utilised in the generation of synthetic training data via domain randomisation. The resulting dataset is subsequently used for training of DL-based image segmentation models. For... |
Nov 21, 2025 - DL Image Segmentation Database
Jose, Basil; Geigle, Klaus Peter; Hampp, Fabian, 2025, "QoI - Tracer particles", https://doi.org/10.18419/DARUS-5181, DaRUS, V2
This dataset contains the database of image snippets of dense clusters of PIV tracer particles (i.e. Mie scattering) marking the reactants within sooting flame measurements in an RQL-type combustor. The database is one subclass utilised in the generation of synthetic training data via domain randomisation. The resulting dataset is subsequently used... |
