遇见数据集

Isaac Sim Dataset for Probabilistic human intent prediction for mobile manipulation. (GUIDER)

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Zenodo2026-08-17 更新2026-08-20 收录
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This contains the RAW ROSBAGS data generated on Isaac Sim for the experiments in the paper Probabilistic human intent prediction for mobile manipulation: an evaluation with human-inspired constraints. GUIDER Isaac Sim Experiment and Manipulation Dataset This dataset contains 100 independently compressed ZIP archives covering 20 experiments with 5 subtrials per experiment (experiment_1_subtrial_1 through experiment_20_subtrial_5). Each ZIP archive can be extracted independently and contains the corresponding experiment/subtrial data. Each archive contains: One ROS 2 SQLite3 bag (.db3) containing simulated robot, sensor, perception, mapping, transformation, control, and decision-related data. Representative topics include RGB and depth imagery, point clouds, occupancy maps, transforms, simulated time, joint states, odometry, velocity commands, gripper commands, and goal-selection signals. contact_delta.txt, recording the contact-time delta and target object identifier. base_methods_analysis.txt, summarizing Guider and Boir baseline performance, including top-1 status at contact, RTCP time, stability time, and stability percentage. A guider_manipulation_icp directory containing object goal coordinates, correct-object annotations, time-indexed object probabilities and decision-state tags, and kinematic variables consisting of position, velocity, and acceleration. metadata.yaml where available, providing ROS 2 bag duration, message counts, topic metadata, storage information, serialization formats, and QoS details. The collection contains 100 ROS 2 bag files and 753 total files across the ZIP archives. metadata.yaml is included in 53 archives; the remaining 47 archives contain the bag recordings and companion analysis files without that metadata file. The dataset supports analysis of object-goal selection, robotic manipulation guidance, contact timing, decision probabilities, trajectory and kinematic behavior, and comparison between the Guider and Boir methods in Isaac Sim.

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Zenodo
创建时间:
2026-08-17
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