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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

打开 MP4 任务浏览页

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.

官方说明

Gym ID: BallCatching-Franka-DataCollection-v0

episode_index=0 · 24 frames / 0.96 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=100 · 27 frames / 1.08 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=199 · 37 frames / 1.48 s

Camera preview

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.

官方说明

Gym ID: ConveyorBeltPickAndPlace-Franka-DataCollection-v0

episode_index=200 · 31 frames / 1.24 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=318 · 37 frames / 1.48 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=435 · 36 frames / 1.44 s

Camera preview

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.

官方说明

Gym ID: WhackAMole-Franka-DataCollection-v0

episode_index=436 · 18 frames / 0.72 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=536 · 16 frames / 0.64 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=635 · 16 frames / 0.64 s

Camera preview

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.

官方说明

Gym ID: RollingBallInterception-Franka-DataCollection-v0

episode_index=636 · 26 frames / 1.04 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=736 · 26 frames / 1.04 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=835 · 26 frames / 1.04 s

Camera preview

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.

官方说明

Gym ID: BallThrowing-Franka-DataCollection-v0

episode_index=836 · 33 frames / 1.32 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=936 · 35 frames / 1.40 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=1035 · 33 frames / 1.32 s

Camera preview

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).

官方说明

Gym ID: RotatingPegInsertion-Franka-DataCollection-v0

episode_index=1036 · 28 frames / 1.12 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=1136 · 59 frames / 2.36 s

Camera preview

同步 MP4 · fixed_cam MP4 · wrist_cam MP4 · 官方轨迹

episode_index=1235 · 34 frames / 1.36 s

Camera preview

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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