Commit
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Parent(s):
b0e7b5e
feat(dataset): add FAST-LIVO dataset with metadata and README
Browse filesIntroduce the FAST-LIVO dataset for LiDAR-Inertial-Visual Odometry research. Includes MCAP files for scenarios such as urban campus
environments, LiDAR degenerate conditions, and visual challenges.
- FAST-LIVO/LiDAR_Degenerate/LiDAR_Degenerate_0.mcap +3 -0
- FAST-LIVO/LiDAR_Degenerate/metadata.yaml +44 -0
- FAST-LIVO/README.md +16 -0
- FAST-LIVO/Visual_Challenge/Visual_Challenge_0.mcap +3 -0
- FAST-LIVO/Visual_Challenge/metadata.yaml +44 -0
- FAST-LIVO/hku1/hku1_0.mcap +3 -0
- FAST-LIVO/hku1/metadata.yaml +44 -0
- FAST-LIVO/hku2/hku2_0.mcap +3 -0
- FAST-LIVO/hku2/metadata.yaml +44 -0
- README.md +10 -1
FAST-LIVO/LiDAR_Degenerate/LiDAR_Degenerate_0.mcap
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version https://git-lfs.github.com/spec/v1
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oid sha256:8db89db01681606eefe33230bdcf80fa50056efa574d122089ddc7be1dcb38fd
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size 6506600889
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FAST-LIVO/LiDAR_Degenerate/metadata.yaml
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rosbag2_bagfile_information:
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version: 5
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storage_identifier: mcap
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duration:
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nanoseconds: 77897281171
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starting_time:
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nanoseconds_since_epoch: 1634087476399940013
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message_count: 18112
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topics_with_message_count:
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- topic_metadata:
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name: /left_camera/image
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type: sensor_msgs/msg/Image
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 779
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- topic_metadata:
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name: /livox/lidar
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type: livox_ros_driver/msg/CustomMsg
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 779
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- topic_metadata:
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name: /livox/imu
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type: sensor_msgs/msg/Imu
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 15775
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- topic_metadata:
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name: /right_camera/image
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type: sensor_msgs/msg/Image
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 779
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compression_format: ""
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compression_mode: ""
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relative_file_paths:
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- LiDAR_Degenerate_0.mcap
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files:
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- path: LiDAR_Degenerate_0.mcap
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starting_time:
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nanoseconds_since_epoch: 1634087476399940013
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duration:
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nanoseconds: 77897281171
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message_count: 18112
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FAST-LIVO/README.md
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# [FAST-LIVO Dataset](https://github.com/hku-mars/FAST-LIVO)
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This dataset contains MCAP files for robotics research, specifically focused on LiDAR-Inertial-Visual Odometry (LIVO) systems.
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## Dataset Structure
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The dataset is organized into the following scenarios:
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### 📍 **hku1** & **hku2**
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University campus sequences recorded at Hong Kong University, providing urban outdoor environments with mixed static and dynamic objects.
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### 🔍 **LiDAR_Degenerate**
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Challenging scenarios where LiDAR measurements may be degraded or provide limited geometric constraints, useful for testing algorithm robustness.
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### 👁️ **Visual_Challenge**
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Sequences with challenging visual conditions such as lighting changes, motion blur, or low-texture environments that stress visual odometry components.
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FAST-LIVO/Visual_Challenge/Visual_Challenge_0.mcap
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version https://git-lfs.github.com/spec/v1
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oid sha256:6222e8e7c994233decc516e70490d64c5f80b2bb0b4eea43d421d55ae440ba01
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size 1303247009
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FAST-LIVO/Visual_Challenge/metadata.yaml
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rosbag2_bagfile_information:
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version: 5
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storage_identifier: mcap
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duration:
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nanoseconds: 162197633983
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starting_time:
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nanoseconds_since_epoch: 1577840580699778079
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message_count: 37701
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topics_with_message_count:
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- topic_metadata:
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name: /left_camera/image/compressed
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type: sensor_msgs/msg/CompressedImage
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1622
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- topic_metadata:
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name: /livox/imu
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type: sensor_msgs/msg/Imu
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 32835
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- topic_metadata:
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name: /livox/lidar
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type: livox_ros_driver/msg/CustomMsg
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1622
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- topic_metadata:
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name: /right_camera/image/compressed
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type: sensor_msgs/msg/CompressedImage
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1622
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compression_format: ""
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compression_mode: ""
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relative_file_paths:
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- Visual_Challenge_0.mcap
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files:
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- path: Visual_Challenge_0.mcap
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starting_time:
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nanoseconds_since_epoch: 1577840580699778079
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duration:
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nanoseconds: 162197633983
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message_count: 37701
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FAST-LIVO/hku1/hku1_0.mcap
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version https://git-lfs.github.com/spec/v1
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oid sha256:a4e11fb6b0c63656e97b670e6f50d66119d35311e98acb4ef914d3313e3db66c
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size 1190284494
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FAST-LIVO/hku1/metadata.yaml
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rosbag2_bagfile_information:
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version: 5
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storage_identifier: mcap
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duration:
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nanoseconds: 127695796967
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starting_time:
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nanoseconds_since_epoch: 1577836978699826955
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message_count: 29702
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topics_with_message_count:
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- topic_metadata:
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name: /left_camera/image/compressed
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type: sensor_msgs/msg/CompressedImage
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1277
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- topic_metadata:
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name: /livox/imu
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type: sensor_msgs/msg/Imu
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 25871
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- topic_metadata:
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name: /livox/lidar
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type: livox_ros_driver/msg/CustomMsg
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1277
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- topic_metadata:
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name: /right_camera/image/compressed
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type: sensor_msgs/msg/CompressedImage
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1277
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compression_format: ""
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compression_mode: ""
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relative_file_paths:
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- hku1_0.mcap
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files:
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- path: hku1_0.mcap
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starting_time:
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nanoseconds_since_epoch: 1577836978699826955
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duration:
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nanoseconds: 127695796967
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message_count: 29702
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FAST-LIVO/hku2/hku2_0.mcap
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version https://git-lfs.github.com/spec/v1
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oid sha256:e8f806354de94c01c3d8e20bc18865a80b03b3c573d076537d73b3b640a14944
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size 885629016
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FAST-LIVO/hku2/metadata.yaml
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rosbag2_bagfile_information:
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version: 5
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storage_identifier: mcap
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duration:
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nanoseconds: 105197076082
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starting_time:
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nanoseconds_since_epoch: 1577837173099293947
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message_count: 24456
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topics_with_message_count:
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- topic_metadata:
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name: /left_camera/image/compressed
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type: sensor_msgs/msg/CompressedImage
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1052
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- topic_metadata:
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name: /livox/imu
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type: sensor_msgs/msg/Imu
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 21300
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- topic_metadata:
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name: /livox/lidar
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type: livox_ros_driver/msg/CustomMsg
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1052
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- topic_metadata:
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name: /right_camera/image/compressed
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type: sensor_msgs/msg/CompressedImage
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serialization_format: cdr
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offered_qos_profiles: ""
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message_count: 1052
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compression_format: ""
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compression_mode: ""
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relative_file_paths:
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- hku2_0.mcap
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files:
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- path: hku2_0.mcap
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starting_time:
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nanoseconds_since_epoch: 1577837173099293947
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duration:
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nanoseconds: 105197076082
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message_count: 24456
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README.md
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license: cc-by-nc-4.0
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task_categories:
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- robotics
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-
---
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license: cc-by-nc-4.0
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task_categories:
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- robotics
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---
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## File Format
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- **`.mcap`**: Main data files containing synchronized sensor measurements (LiDAR, IMU, camera data)
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- **`metadata.yaml`**: Configuration and metadata files describing recording parameters and sensor specifications
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## Usage
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These MCAP files can be processed using standard robotics tools and libraries that support the MCAP format for multi-modal sensor data analysis and SLAM algorithm evaluation.
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