Trajectory Learning : Différence entre versions
De Transport
m (NicolasSaunier a déplacé la page TrajectoryLearning vers Trajectory Learning) |
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| (2 révisions intermédiaires par le même utilisateur non affichées) | |||
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Some elements on trajectory learning (clustering), the results of which are motion patterns | Some elements on trajectory learning (clustering), the results of which are motion patterns | ||
| − | Literature | + | ==Methods== |
| + | TBD | ||
| + | |||
| + | ==Resources== | ||
| + | ===Literature=== | ||
* A survey of vision-based trajectory learning and analysis for surveillance, Brendan Tran Morris, Mohan Manubhai Trivedi https://pdfs.semanticscholar.org/770f/736020c916e69c1e07252ba5f8473319f765.pdf | * A survey of vision-based trajectory learning and analysis for surveillance, Brendan Tran Morris, Mohan Manubhai Trivedi https://pdfs.semanticscholar.org/770f/736020c916e69c1e07252ba5f8473319f765.pdf | ||
| + | * Past work http://n.saunier.free.fr/saunier/data/saunier07itsc.html http://n.saunier.free.fr/saunier/stock/12-06-13-sticanada.pdf | ||
| + | ** PhD work by Mohamed Gomaa Mohamed https://publications.polymtl.ca/1784/ (chapter 3.3.2 and results in 4.4) https://www.cirrelt.ca/DocumentsTravail/CIRRELT-2017-48.pdf (technical report) | ||
| + | * Alternative work by Heather Twaddle http://mediatum.ub.tum.de/node?id=1366878 (chapter 4) | ||
| + | * MSc thesis by Laurent Boucaud on motion prediction (to be published) | ||
| + | |||
| + | ===Data=== | ||
| + | * Sample in the Traffic Intelligence project https://bitbucket.org/Nicolas/trafficintelligence/downloads/laurier.sqlite | ||
| + | * Intersection of Guy and René Lévesque, collected by Mohamed Gomaa Mohamed | ||
| + | * Former projects: roundabout safety, partially and completely stop-sign controlled intersections | ||
| + | * [[Public_Transportation_Datasets]], including argoverse, HighD and NGSIM trajectories https://catalog.data.gov/dataset/next-generation-simulation-ngsim-vehicle-trajectories/resource/1c4179aa-cfbf-4de6-a20a-4ba8cb92f481 | ||
| + | |||
| + | ===Tools=== | ||
| + | * [[PythonResources]], in particular scikit-learn for machine learning | ||
| + | * Traffic Intelligence for trajectory loading from various formats (in particular the tracker from the Traffic Intelligence project) https://bitbucket.org/Nicolas/trafficintelligence/ | ||
Version actuelle en date du 18 juillet 2019 à 12:03
Some elements on trajectory learning (clustering), the results of which are motion patterns
Sommaire
Methods
TBD
Resources
Literature
- A survey of vision-based trajectory learning and analysis for surveillance, Brendan Tran Morris, Mohan Manubhai Trivedi https://pdfs.semanticscholar.org/770f/736020c916e69c1e07252ba5f8473319f765.pdf
- Past work http://n.saunier.free.fr/saunier/data/saunier07itsc.html http://n.saunier.free.fr/saunier/stock/12-06-13-sticanada.pdf
- PhD work by Mohamed Gomaa Mohamed https://publications.polymtl.ca/1784/ (chapter 3.3.2 and results in 4.4) https://www.cirrelt.ca/DocumentsTravail/CIRRELT-2017-48.pdf (technical report)
- Alternative work by Heather Twaddle http://mediatum.ub.tum.de/node?id=1366878 (chapter 4)
- MSc thesis by Laurent Boucaud on motion prediction (to be published)
Data
- Sample in the Traffic Intelligence project https://bitbucket.org/Nicolas/trafficintelligence/downloads/laurier.sqlite
- Intersection of Guy and René Lévesque, collected by Mohamed Gomaa Mohamed
- Former projects: roundabout safety, partially and completely stop-sign controlled intersections
- Public_Transportation_Datasets, including argoverse, HighD and NGSIM trajectories https://catalog.data.gov/dataset/next-generation-simulation-ngsim-vehicle-trajectories/resource/1c4179aa-cfbf-4de6-a20a-4ba8cb92f481
Tools
- PythonResources, in particular scikit-learn for machine learning
- Traffic Intelligence for trajectory loading from various formats (in particular the tracker from the Traffic Intelligence project) https://bitbucket.org/Nicolas/trafficintelligence/
