Implementation of PoseNet
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As described in the ICCV 2015 paper PoseNet: A Convolutional Network for Real-Time 6-DOF Camera Relocalization Alex Kendall, Matthew Grimes and Roberto Cipolla [http://mi.eng.cam.ac.uk/projects/relocalisation/]
Create an LMDB localisation dataset with
caffe-posenet/posenet/scripts/create_posenet_lmdb_dataset.pyChange lines 1, 11 & 12 to the appropriate directories.
Test PoseNet with
caffe-posenet/posenet/scripts/test_posenet.pyusing the command
python test_posenet.py --model your_model.prototxt --weights your_weights.caffemodel --iter size_of_dataset
If you use this software in your research, please cite our publications:
http://arxiv.org/abs/1505.07427 Alex Kendall, Matthew Grimes and Roberto Cipolla "PoseNet: A Convolutional Network for Real-Time 6-DOF Camera Relocalization." Proceedings of the International Conference on Computer Vision (ICCV), 2015.
http://arxiv.org/abs/1509.05909 Alex Kendall and Roberto Cipolla "Modelling Uncertainty in Deep Learning for Camera Relocalization." The International Conference on Robotics and Automation, 2015.
This extension to the Caffe library and the PoseNet models are released under a creative commons license which allows for personal and research use only. For a commercial license please contact the authors. You can view a license summary here: http://creativecommons.org/licenses/by-nc/4.0/