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Leaderboard / berkeley autolab ur5

berkeley autolab ur5

lerobot/berkeley_autolab_ur5rev c4e26a697fc41,000 episodes5.4 h at 5 fps293,817 camera frames
Camera dropoutShare of frames from live episode cameras that are almost entirely one flat black or white value. A camera blank for a whole episode is counted as absent, shown underneath, not as a dropout. Method →
0
0 frames
BlurShare of camera frames inside an interval at least 0.5 s long where the image is much blurrier than that camera's typical frame. Method →
2.3%
6,760 frames
DarknessShare of camera frames inside an interval at least 0.5 s long where 60% or more of the pixels are near-black. Method →
0
0 frames
FreezeShare of camera frames inside an interval at least 1 s long where the video repeats the exact same image. Method →
0
0 frames
Duration mismatchShare of assessed episode-camera pairs whose metadata video length disagrees with the Parquet frame count by more than 1 frame. A hatched cell with * means only some pairs could be assessed (the small number shows how many); the rest are unknown, not clean. –* means none could be assessed. Method →
0*
0 flagged · only 1,000 of 3,000 assessed
Flagged episodesEpisodes flagged by any episode check: actions that never change, a robot that barely moves, non-finite values, broken row indexes or timestamp gaps. The count is on top, its share of assessed episodes underneath. Method →
0
of 1,000 assessed episodes

Video offsets in this dataset are inconsistent, so video intervals can’t be assigned to episodes. Counts still cover every decoded frame.

All checks

CheckFlaggedShareCoverage
Files 31
Video decoding00complete
Episodes 1,000
Episode boundaries00complete
Finite action and state00complete
Timestamp gaps00complete
Static actions00complete
Idle episodes00complete
Episode-camera pairs 3,000
Duration mismatch001,000 assessed
Video/action sync––not measured
Frames 293,817
Camera absent00complete
Camera dropout00complete
Blur6,760328 intervals2.3%complete · episodes can’t be placed
Darkness00complete · episodes can’t be placed
Freeze00complete · episodes can’t be placed

By camera

CameraFramesAbsentDropoutBlurDarknessFreeze
hand_image97,939006.9%328 intervals00
image97,93900000
image_with_depth97,93900000

Evidence

Longest video intervals up to 4 per signal · times are within the video file

SignalCameraEpisodeFileStartEndDuration
Blurhand_image–file-000.mp4129:08.4129:29.621.2 sInspect →
Blurhand_image–file-000.mp457:27.057:46.619.6 sInspect →
Blurhand_image–file-000.mp4247:30.6247:50.219.6 sInspect →
Blurhand_image–file-000.mp4132:12.8132:31.819.0 sInspect →

Provenance

Revision
c4e26a697fc4c04776b0558f83e563d14be0109f (main)
Scanned
2026-10-10 01:10 UTC · NVIDIA RTX PRO 6000 Blackwell Server Edition
Flag method
rule-based-video-events-v1
Episode method
episode-motion-v1
Code
d54f0dee28b0d484 lock 282482d5a82a