https://github.com/sonny-thomas/deep-camera-relocalize
VidLoc: A Deep Spatio-Temporal Model for 6-DoF Video-Clip Relocalization, Geometric loss functions for camera pose regression with deep learning, PoseNet: A Convolutional Network for Real-Time 6-DOF Camera Relocalization
https://github.com/sonny-thomas/deep-camera-relocalize
camera-relocalization deep-learning python tensorflow
Last synced: over 1 year ago
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VidLoc: A Deep Spatio-Temporal Model for 6-DoF Video-Clip Relocalization, Geometric loss functions for camera pose regression with deep learning, PoseNet: A Convolutional Network for Real-Time 6-DOF Camera Relocalization
- Host: GitHub
- URL: https://github.com/sonny-thomas/deep-camera-relocalize
- Owner: sonny-thomas
- License: mit
- Created: 2025-02-27T02:22:31.000Z (over 1 year ago)
- Default Branch: master
- Last Pushed: 2025-02-27T02:23:49.000Z (over 1 year ago)
- Last Synced: 2025-02-27T02:50:11.808Z (over 1 year ago)
- Topics: camera-relocalization, deep-learning, python, tensorflow
- Language: Python
- Homepage:
- Size: 0 Bytes
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Deep Camera Relocalization
## Getting Started
* Download the Cambridge Landmarks King's College dataset from [here](https://www.repository.cam.ac.uk/handle/1810/251342).
* Download the starting and trained weights from [here](https://github.com/tensorflow/models/blob/master/slim/nets/mobilenet_v1.md).
* To run:
* Extract the King's College dataset to wherever you prefer
* Extract the starting and trained weights to wherever you prefer
* If you want to retrain, simply run train.py
* If you just want to test, simply run test.py
## References
Ronald Clark, Sen Wang, Andrew Markham, Niki Trigoni, Hongkai Wen. VidLoc: A Deep Spatio-Temporal Model for 6-DoF Video-Clip Relocalization. CVPR 2017.
Alex Kendall and Roberto Cipolla. Geometric loss functions for camera pose regression with deep learning. CVPR, 2017.
Alex Kendall, Matthew Grimes and Roberto Cipolla. PoseNet: A Convolutional Network for Real-Time 6-DOF Camera Relocalization. ICCV, 2015.
## Acknowledgement
Original implementation of PoseNet: https://github.com/kentsommer/tensorflow-posenet