task_index int64 | task_name string | category string | episode_index int64 | synchronized video | fixed_cam video | wrist_cam video | instruction string | instruction_metadata string | success_rule string | actual_episode_success bool | frame_count int64 | fps int64 | duration_seconds float64 | source_repo string | source_revision string | trajectory_url string | official_doc string | source_filename string | camera_metadata string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | Ball Catching | Reaction-critical | 0 | hold the container with the gripper and catch the thrown ball in the container | null | Episode success is task_phase == 4. The ball must remain in the virtual catch zone below the end effector for the configured consecutive-step threshold. | null | 24 | 25 | 0.96 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/ball_catching/episode_000000.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/ball_catching/README.md | null | ||||
0 | Ball Catching | Reaction-critical | 100 | hold the container with the gripper and catch the thrown ball in the container | null | Episode success is task_phase == 4. The ball must remain in the virtual catch zone below the end effector for the configured consecutive-step threshold. | null | 27 | 25 | 1.08 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/ball_catching/episode_000100.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/ball_catching/README.md | null | ||||
0 | Ball Catching | Reaction-critical | 199 | hold the container with the gripper and catch the thrown ball in the container | null | Episode success is task_phase == 4. The ball must remain in the virtual catch zone below the end effector for the configured consecutive-step threshold. | null | 37 | 25 | 1.48 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/ball_catching/episode_000199.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/ball_catching/README.md | null | ||||
1 | Conveyor Belt Pick And Place | Reaction-critical | 200 | pick up the cube from the moving conveyor and place it into the bin | null | Success requires the object inside the bin in environment-local coordinates: x in [-0.2,0.2], y in [-0.6,-0.3], z in [0.0,0.08] m. | null | 31 | 25 | 1.24 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/conveyor_belt_pick_and_place/episode_000200.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/conveyor_belt_pick_and_place/README.md | null | ||||
1 | Conveyor Belt Pick And Place | Reaction-critical | 318 | pick up the cube from the moving conveyor and place it into the bin | null | Success requires the object inside the bin in environment-local coordinates: x in [-0.2,0.2], y in [-0.6,-0.3], z in [0.0,0.08] m. | null | 37 | 25 | 1.48 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/conveyor_belt_pick_and_place/episode_000318.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/conveyor_belt_pick_and_place/README.md | null | ||||
1 | Conveyor Belt Pick And Place | Reaction-critical | 435 | pick up the cube from the moving conveyor and place it into the bin | null | Success requires the object inside the bin in environment-local coordinates: x in [-0.2,0.2], y in [-0.6,-0.3], z in [0.0,0.08] m. | null | 36 | 25 | 1.44 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/conveyor_belt_pick_and_place/episode_000435.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/conveyor_belt_pick_and_place/README.md | null | ||||
2 | Whack A Mole | Reaction-critical | 436 | hit the mole that pops up on the board with the closed gripper | null | Unified evaluation success is valid_hits > 0. A valid hit requires proximity to the active mole, closed gripper and the configured dwell. Current eval profile uses 2.0 s popup, 0.3 s gap, 0 s initial delay and 3.0 s evaluation length. Completing the window schedule alone is not success. | null | 18 | 25 | 0.72 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/whack_a_mole/episode_000436.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/whack_a_mole/README.md | null | ||||
2 | Whack A Mole | Reaction-critical | 536 | hit the mole that pops up on the board with the closed gripper | null | Unified evaluation success is valid_hits > 0. A valid hit requires proximity to the active mole, closed gripper and the configured dwell. Current eval profile uses 2.0 s popup, 0.3 s gap, 0 s initial delay and 3.0 s evaluation length. Completing the window schedule alone is not success. | null | 16 | 25 | 0.64 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/whack_a_mole/episode_000536.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/whack_a_mole/README.md | null | ||||
2 | Whack A Mole | Reaction-critical | 635 | hit the mole that pops up on the board with the closed gripper | null | Unified evaluation success is valid_hits > 0. A valid hit requires proximity to the active mole, closed gripper and the configured dwell. Current eval profile uses 2.0 s popup, 0.3 s gap, 0 s initial delay and 3.0 s evaluation length. Completing the window schedule alone is not success. | null | 16 | 25 | 0.64 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/whack_a_mole/episode_000635.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/whack_a_mole/README.md | null | ||||
3 | Rolling Ball Interception | Reaction-critical | 636 | hold the container with the gripper and catch the orange rolling down the ramp in the container | null | Episode success is task_phase == 4. The rolling object must stay in the virtual catch zone for the configured hold threshold. | null | 26 | 25 | 1.04 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/rolling_ball_interception/episode_000636.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/rolling_ball_interception/README.md | null | ||||
3 | Rolling Ball Interception | Reaction-critical | 736 | hold the container with the gripper and catch the orange rolling down the ramp in the container | null | Episode success is task_phase == 4. The rolling object must stay in the virtual catch zone for the configured hold threshold. | null | 26 | 25 | 1.04 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/rolling_ball_interception/episode_000736.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/rolling_ball_interception/README.md | null | ||||
3 | Rolling Ball Interception | Reaction-critical | 835 | hold the container with the gripper and catch the orange rolling down the ramp in the container | null | Episode success is task_phase == 4. The rolling object must stay in the virtual catch zone for the configured hold threshold. | null | 26 | 25 | 1.04 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/rolling_ball_interception/episode_000835.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/rolling_ball_interception/README.md | null | ||||
4 | Ball Throwing | Reaction-critical | 836 | toss the ball into the bin | null | Success is task_phase == 2, meaning the ball entered the target bin. Documentation bounds relative to bin center: |x-cx| <= 0.13, |y-cy| <= 0.09, z in [0.02,0.18] m. | null | 33 | 25 | 1.32 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/ball_throwing/episode_000836.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/ball_throwing/README.md | null | ||||
4 | Ball Throwing | Reaction-critical | 936 | toss the ball into the bin | null | Success is task_phase == 2, meaning the ball entered the target bin. Documentation bounds relative to bin center: |x-cx| <= 0.13, |y-cy| <= 0.09, z in [0.02,0.18] m. | null | 35 | 25 | 1.4 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/ball_throwing/episode_000936.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/ball_throwing/README.md | null | ||||
4 | Ball Throwing | Reaction-critical | 1,035 | toss the ball into the bin | null | Success is task_phase == 2, meaning the ball entered the target bin. Documentation bounds relative to bin center: |x-cx| <= 0.13, |y-cy| <= 0.09, z in [0.02,0.18] m. | null | 33 | 25 | 1.32 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/ball_throwing/episode_001035.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/ball_throwing/README.md | null | ||||
5 | Rotating Peg Insertion | Reaction-critical | 1,036 | insert the peg into the hole on the rotating disc | null | Success is task_phase == 4. Peg tip enters the hole within its radius tolerance, descends at least 0.02 m below the disc surface, and holds for at least 5 control steps (task README). | null | 28 | 25 | 1.12 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/rotating_peg_insertion/episode_001036.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/rotating_peg_insertion/README.md | null | ||||
5 | Rotating Peg Insertion | Reaction-critical | 1,136 | insert the peg into the hole on the rotating disc | null | Success is task_phase == 4. Peg tip enters the hole within its radius tolerance, descends at least 0.02 m below the disc surface, and holds for at least 5 control steps (task README). | null | 59 | 25 | 2.36 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/rotating_peg_insertion/episode_001136.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/rotating_peg_insertion/README.md | null | ||||
5 | Rotating Peg Insertion | Reaction-critical | 1,235 | insert the peg into the hole on the rotating disc | null | Success is task_phase == 4. Peg tip enters the hole within its radius tolerance, descends at least 0.02 m below the disc surface, and holds for at least 5 control steps (task README). | null | 34 | 25 | 1.36 | cyx337/ReflexBench_dataset | 9295b6e9878609a992047f0b8b65421a493299e7 | https://huggingface.co/datasets/Travor278/ReflexBench-Task-Examples/resolve/main/trajectories/rotating_peg_insertion/episode_001235.parquet | https://github.com/LxRoboticsLab/ReflexBench/blob/8bb931485093c6d98f8729774ad01bf824964e16/source/reflexbench/reflexbench/tasks/manager_based/rotating_peg_insertion/README.md | null |
ReflexBench Simulation Task Examples
Six official task_index values 0–5. Single Franka arm; only fixed_cam and wrist_cam exist. Do not relabel the wrist as left/right. Success rules describe evaluation, not an unprovided per-demo score.
所有示例是完整 H.264 MP4。单臂相机保留官方名称:fixed_cam / wrist_cam。每条有同步合并视频、各路原视频与官方动作/状态 Parquet。
评估标准根据官方代码和文档整理;发布数据未保存逐条示教 success 标签,故 actual_episode_success 为 null。本文不编造 0–100 得分。
| 官方 task_index | Task / instruction scenario | 分类 | 直接浏览 |
|---|---|---|---|
| 0 | Ball Catching | Reaction-critical | 打开 |
| 1 | Conveyor Belt Pick And Place | Reaction-critical | 打开 |
| 2 | Whack A Mole | Reaction-critical | 打开 |
| 3 | Rolling Ball Interception | Reaction-critical | 打开 |
| 4 | Ball Throwing | Reaction-critical | 打开 |
| 5 | Rotating Peg Insertion | Reaction-critical | 打开 |
ReflexBench 上游 episode 本身很短,多数选取记录只有约 1 秒。此处保持完整官方 length 和时间区间,没有人为截短、慢放或补帧。
task_index=0 · Ball Catching
Instruction: hold the container with the gripper and catch the thrown ball in the container
Description: Catch a launched ball with a held container.
Success / evaluation: Episode success is task_phase == 4. The ball must remain in the virtual catch zone below the end effector for the configured consecutive-step threshold.
Gym ID: BallCatching-Franka-DataCollection-v0
episode_index=0 · 24 frames / 0.96 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=100 · 27 frames / 1.08 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=199 · 37 frames / 1.48 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
task_index=1 · Conveyor Belt Pick And Place
Instruction: pick up the cube from the moving conveyor and place it into the bin
Description: Pick from the moving conveyor and release into the bin.
Success / evaluation: Success requires the object inside the bin in environment-local coordinates: x in [-0.2,0.2], y in [-0.6,-0.3], z in [0.0,0.08] m.
Gym ID: ConveyorBeltPickAndPlace-Franka-DataCollection-v0
episode_index=200 · 31 frames / 1.24 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=318 · 37 frames / 1.48 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=435 · 36 frames / 1.44 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
task_index=2 · Whack A Mole
Instruction: hit the mole that pops up on the board with the closed gripper
Description: Strike the active mole using the closed gripper during its popup window.
Success / evaluation: Unified evaluation success is valid_hits > 0. A valid hit requires proximity to the active mole, closed gripper and the configured dwell. Current eval profile uses 2.0 s popup, 0.3 s gap, 0 s initial delay and 3.0 s evaluation length. Completing the window schedule alone is not success.
Gym ID: WhackAMole-Franka-DataCollection-v0
episode_index=436 · 18 frames / 0.72 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=536 · 16 frames / 0.64 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=635 · 16 frames / 0.64 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
task_index=3 · Rolling Ball Interception
Instruction: hold the container with the gripper and catch the orange rolling down the ramp in the container
Description: Intercept the ball or orange rolling down the ramp.
Success / evaluation: Episode success is task_phase == 4. The rolling object must stay in the virtual catch zone for the configured hold threshold.
Gym ID: RollingBallInterception-Franka-DataCollection-v0
episode_index=636 · 26 frames / 1.04 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=736 · 26 frames / 1.04 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=835 · 26 frames / 1.04 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
task_index=4 · Ball Throwing
Instruction: toss the ball into the bin
Description: Throw the pre-grasped ball into the target bin.
Success / evaluation: Success is task_phase == 2, meaning the ball entered the target bin. Documentation bounds relative to bin center: |x-cx| <= 0.13, |y-cy| <= 0.09, z in [0.02,0.18] m.
Gym ID: BallThrowing-Franka-DataCollection-v0
episode_index=836 · 33 frames / 1.32 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=936 · 35 frames / 1.40 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=1035 · 33 frames / 1.32 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
task_index=5 · Rotating Peg Insertion
Instruction: insert the peg into the hole on the rotating disc
Description: Time peg insertion into the moving hole of a rotating disc.
Success / evaluation: Success is task_phase == 4. Peg tip enters the hole within its radius tolerance, descends at least 0.02 m below the disc surface, and holds for at least 5 control steps (task README).
Gym ID: RotatingPegInsertion-Franka-DataCollection-v0
episode_index=1036 · 28 frames / 1.12 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=1136 · 59 frames / 2.36 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
episode_index=1235 · 34 frames / 1.36 s
同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹
来源、许可与复现
官方数据:原仓库 · 固定 revision 9295b6e9878609a992047f0b8b65421a493299e7。
官方代码:GitHub · revision 8bb931485093c6d98f8729774ad01bf824964e16。
保留上游 LICENSE 和来源文件在 reference/。ReflexBench 官方数据未单列许可证元数据;保留官方实现 BSD-3-Clause 来源,不扩大作者权利。
选择性提取记录、原始时间区间、task/episode 对应、相机元数据和校验均在 provenance/。不下载场景资产、模型权重或完整数据仓库。
复现脚本:scripts/build_examples.py。浏览页源码另见 browser/ 和 scripts/build_browser.py。
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