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# MSCKF | ||
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Experimental implementation of the Multi-State Constraint Kalman Filter with ROS interface. | ||
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Based on the paper by Mourikis and Roumeliotis ([PDF](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.125.2169&rep=rep1&type=pdf)). | ||
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Also includes a feature tracking node using OpenCV's SIFT implementation. | ||
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This is a work in progress. In particular, The API is a bit non-standard and is subject to change. | ||
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## ROS nodes | ||
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### feature_tracking_node | ||
#### Subscribed topics | ||
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- `camera/image_rect` (sensor_msgs/Image) - Undistorted image stream. | ||
- `camera/camera_info` (sensor_msgs/CameraInfo) - The corresponding camera metadata. | ||
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#### Published topics | ||
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- `output_image` (sensor_msgs/Image) - Image with arrows drawn on it, showing matches. | ||
- `features` (msckf/ImageFeatures) - custom message describing feature positions | ||
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### msckf_node | ||
#### Subscribed topics | ||
- `imu_vel` (geometry_msgs/TwistStamped) - IMU measurement of linear and angular velocity. | ||
- `odom` (nav_msgs/Odometry) - Position of robot, used to initialize the filter | ||
- `camera/image_rect` (sensor_msgs/Image)- | ||
the same image stream used by `feature_tracking_node`. Currently, only the header information is used. | ||
- `features` (msckf/ImageFeatures) - the feature information published by `feature_tracking_node` | ||
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#### Published topics | ||
- `odom_combined` (geometry_msgs/PoseWithCovarianceStamped) - Estimated robot pose |