Topic | Name | Date |
Kalman und Particle Filter | rui.tu@tum.de | May 28, 2024 |
Visual Odometry (e.g. LSDSLAM), VINS | max.winklhofer@tum.de | May 28, 2024 |
Visual Servoing | Lecture | June 4, 2024 |
Mapping Strategies (3D and visual) | felix.c.hahn@tum.de | June 4, 2024 |
Tactile Exploration | chenxi.shao@tum.de | June 11, 2024 |
Tactile Material Classification | jonathan.schoenecker@tum.de | June 11, 2024 |
Event Cameras | Lecture | June 25, 2024 |
Obj Recognition from 3D | ge49rim@mytum.de | June 18, 2024 |
Obj Recognition from 2D | ge62tow@mytum.de | June 18,2024 |
Learning-Based Object Identification | He Chen | June 25,2024 |
Kalman and Particle Filters
A New Approach to Linear Filterig and Prediction Problem - R.E: Kalman
The unscented Kalman filter for nonlinear estimation - E. Wan
https://ieeexplore.ieee.org/abstract/document/882463
A Tutorial on Particle Filtering and Smoothing - A. Doucet and M. Johansen
https://www.stats.ox.ac.uk/~doucet/doucet_johansen_tutorialPF2011.pdf
Visual Odometry, VINS, LSDSLAM
Parallel Tracking and Mapping for Small AR Workspaces - G. Klein
https://www.robots.ox.ac.uk/~gk/publications/KleinMurray2007ISMAR.pdf
Visual SLAM algorithms: a survey from 2010 to 2016 - T. Taketomi
https://ipsjcva.springeropen.com/articles/10.1186/s41074-017-0027-2
LSD-SLAM: Large-Scale Direct Monocular SLAM - J. Engel
https://cvg.cit.tum.de/_media/spezial/bib/engel14eccv.pdf
VINS-Mono: A Robust and Versatile Monocular Visual-Inertial State Estimator -T. Qin
https://ieeexplore.ieee.org/document/8421746
Mapping Strategies
OctoMap: An efficient probabilistic 3D mapping framework based on octrees - R. Rusu
Fast point feature histograms (FPFH) for 3D registration - R. Rusu
3D is here: Point Cloud Library (PCL) - R. Rusu
https://ieeexplore.ieee.org/document/5980567
Visual Language Maps for Robot Navigation - Ch. Huang
Vision-based control of mobile robots - D. Burschka
Tactile Exploration
Active Tactile Exploration Based on Cost-Aware Information Gain Maximization - S. Ottenhaus https://www.worldscientific.com/doi/10.1142/S0219843618500159
Tactile Indentification
Robust material classification with a tactile skin using deep learning - B. Bäuml
https://ieeexplore.ieee.org/document/7758088
Material Identification Using Tactile Perception: A Semantics-Regularized Dictionary Learning Method - F. Sun
https://ieeexplore.ieee.org/abstract/document/8115186
Object Recognition 3D
An efficient ransac for 3d object recognition in noisy and occluded scenes - Ch. Papazov
Deep learning-based 3D point cloud classification: A systematic survey and outlook - H. Zhang
https://www.sciencedirect.com/science/article/abs/pii/S0141938223000896
A Survey of Robust 3D Object Detection Methods in Point Clouds - W. Zimmer
https://arxiv.org/abs/2204.00106
Object Recognition 2D
Visual Learning and Recognition of 3-D Objects from Appearance. International Journal of Computer Vision 14 - S. Nayar https://www.cse.unr.edu/~bebis/MathMethods/PCA/case_study_pca2.pdf
Distinctive image features from scale-invariant keypoints -D. Lowe
https://www.cs.ubc.ca/~lowe/papers/ijcv04.pdf
Learning-Based Object Identification
You Only Look Once: Unified, Real-Time Object Detection - J. Redmon
https://arxiv.org/abs/1506.02640