Gantry . evaluation report . leisaac-pick-orange

24 of the 60 LeIsaac demonstrations carry a measured defect

LightwheelAI/leisaac-pick-orange is 60 teleoperated demonstrations of picking three oranges. Every episode was scored on how much of the task it completes, how directly it moves, how long it sits still, and how often the gripper closes on nothing. 24 episodes fail at least one of those. Every clip below is on this page, front and wrist stacked, with the measured numbers under it.

Download the full audit, 7 pages, PDF

episodes flagged
24 of 60
at least one defect
two or more defects
7
in a single episode
defect types
5
measured, not labelled
footage flagged
9.3 min
16,828 frames
worst path efficiency
0.056
median is 0.739

What each tag means

TagRuleEpisodes
INCOMPLETEFewer than 3 oranges carried. Cannot teach the scored task.5
WANDERSPath efficiency under 0.50 against a corpus median of 0.739.3
IDLEOver 29% of frames below 2 cm/s. Operator pausing.5
REGRIPS3 or more gripper closures that carried nothing.8
DROPS5 or more carries for a 3 orange task, so 2 or more re-picks.10

An episode can carry more than one tag, so the column sums past 24.

If you only watch three

One orange of three, and a path efficiency of 0.056 against a median of 0.739. The clearest failure in the corpus.

01Episode 28INCOMPLETEWANDERS
1 of 3 oranges carried . path efficiency 0.056 vs median 0.739
path eff
0.056
idle
23.9%
carries
1
regrips
1
length
17.6s
frames
528
front wrist publisher originals

35.1% of frames idle and six carries for a three orange task. Two different defects inside one demonstration.

23Episode 26IDLEDROPS
35.1% of frames below 2 cm/s . 6 carries for a 3-orange task, so 3 re-picks
path eff
0.562
idle
35.1%
carries
6
regrips
0
length
35.1s
frames
1,053
front wrist publisher originals

The important one. Path efficiency 0.879, the best in the flagged set, and it looks completely fine. It still carries three regrips and a fourth carry. This is the shot that argues watching demonstrations does not find this.

14Episode 18REGRIPS
3 closures that carried nothing
path eff
0.879
idle
28.0%
carries
4
regrips
3
length
27.2s
frames
816
front wrist publisher originals

All 24, worst first

Ordered by oranges carried, then by path efficiency, so the most damaged demonstration is first.

01Episode 28INCOMPLETEWANDERS
1 of 3 oranges carried . path efficiency 0.056 vs median 0.739
path eff
0.056
idle
23.9%
carries
1
regrips
1
length
17.6s
frames
528
front wrist publisher originals
02Episode 31INCOMPLETEWANDERS
2 of 3 oranges carried . path efficiency 0.199 vs median 0.739
path eff
0.199
idle
18.7%
carries
2
regrips
0
length
15.2s
frames
456
front wrist publisher originals
03Episode 4INCOMPLETEREGRIPS
2 of 3 oranges carried . 3 closures that carried nothing
path eff
0.505
idle
24.2%
carries
2
regrips
3
length
20.4s
frames
612
front wrist publisher originals
04Episode 5INCOMPLETE
2 of 3 oranges carried
path eff
0.708
idle
17.8%
carries
2
regrips
2
length
18.4s
frames
553
front wrist publisher originals
05Episode 38INCOMPLETEREGRIPS
2 of 3 oranges carried . 3 closures that carried nothing
path eff
0.772
idle
26.2%
carries
2
regrips
3
length
17.3s
frames
520
front wrist publisher originals
06Episode 27WANDERS
path efficiency 0.446 vs median 0.739
path eff
0.446
idle
19.8%
carries
3
regrips
0
length
19.7s
frames
591
front wrist publisher originals
07Episode 20IDLE
29.0% of frames below 2 cm/s
path eff
0.703
idle
29.0%
carries
3
regrips
1
length
22.9s
frames
687
front wrist publisher originals
08Episode 37REGRIPS
3 closures that carried nothing
path eff
0.746
idle
27.8%
carries
3
regrips
3
length
23.3s
frames
700
front wrist publisher originals
09Episode 13IDLE
30.1% of frames below 2 cm/s
path eff
0.772
idle
30.1%
carries
3
regrips
2
length
20.9s
frames
626
front wrist publisher originals
10Episode 16IDLE
32.4% of frames below 2 cm/s
path eff
0.784
idle
32.4%
carries
3
regrips
2
length
27.4s
frames
823
front wrist publisher originals
11Episode 19REGRIPS
3 closures that carried nothing
path eff
0.642
idle
27.0%
carries
4
regrips
3
length
29.8s
frames
893
front wrist publisher originals
12Episode 45REGRIPS
3 closures that carried nothing
path eff
0.663
idle
25.4%
carries
4
regrips
3
length
30.8s
frames
924
front wrist publisher originals
13Episode 49IDLE
30.1% of frames below 2 cm/s
path eff
0.663
idle
30.1%
carries
4
regrips
2
length
19.6s
frames
589
front wrist publisher originals
14Episode 18REGRIPS
3 closures that carried nothing
path eff
0.879
idle
28.0%
carries
4
regrips
3
length
27.2s
frames
816
front wrist publisher originals
15Episode 23REGRIPSDROPS
3 closures that carried nothing . 5 carries for a 3-orange task, so 2 re-picks
path eff
0.587
idle
26.4%
carries
5
regrips
3
length
27.9s
frames
838
front wrist publisher originals
16Episode 29DROPS
5 carries for a 3-orange task, so 2 re-picks
path eff
0.590
idle
22.0%
carries
5
regrips
0
length
22.7s
frames
682
front wrist publisher originals
17Episode 24DROPS
5 carries for a 3-orange task, so 2 re-picks
path eff
0.594
idle
26.7%
carries
5
regrips
2
length
25.9s
frames
776
front wrist publisher originals
18Episode 25DROPS
5 carries for a 3-orange task, so 2 re-picks
path eff
0.634
idle
22.4%
carries
5
regrips
1
length
17.8s
frames
533
front wrist publisher originals
19Episode 47DROPS
5 carries for a 3-orange task, so 2 re-picks
path eff
0.731
idle
21.2%
carries
5
regrips
0
length
17.8s
frames
534
front wrist publisher originals
20Episode 21DROPS
5 carries for a 3-orange task, so 2 re-picks
path eff
0.750
idle
25.7%
carries
5
regrips
0
length
25.8s
frames
775
front wrist publisher originals
21Episode 43DROPS
5 carries for a 3-orange task, so 2 re-picks
path eff
0.760
idle
20.2%
carries
5
regrips
1
length
23.1s
frames
693
front wrist publisher originals
22Episode 46REGRIPSDROPS
3 closures that carried nothing . 5 carries for a 3-orange task, so 2 re-picks
path eff
0.824
idle
25.8%
carries
5
regrips
3
length
25.7s
frames
771
front wrist publisher originals
23Episode 26IDLEDROPS
35.1% of frames below 2 cm/s . 6 carries for a 3-orange task, so 3 re-picks
path eff
0.562
idle
35.1%
carries
6
regrips
0
length
35.1s
frames
1,053
front wrist publisher originals
24Episode 30DROPS
6 carries for a 3-orange task, so 3 re-picks
path eff
0.658
idle
18.3%
carries
6
regrips
1
length
28.5s
frames
855
front wrist publisher originals

The whole table

#EpDefect MeasuredPath effIdle CarriesRegrips Sec
0128INCOMPLETEWANDERS1 of 3 oranges carried . path efficiency 0.056 vs median 0.7390.05623.9%1117.6
0231INCOMPLETEWANDERS2 of 3 oranges carried . path efficiency 0.199 vs median 0.7390.19918.7%2015.2
034INCOMPLETEREGRIPS2 of 3 oranges carried . 3 closures that carried nothing0.50524.2%2320.4
045INCOMPLETE2 of 3 oranges carried0.70817.8%2218.4
0538INCOMPLETEREGRIPS2 of 3 oranges carried . 3 closures that carried nothing0.77226.2%2317.3
0627WANDERSpath efficiency 0.446 vs median 0.7390.44619.8%3019.7
0720IDLE29.0% of frames below 2 cm/s0.70329.0%3122.9
0837REGRIPS3 closures that carried nothing0.74627.8%3323.3
0913IDLE30.1% of frames below 2 cm/s0.77230.1%3220.9
1016IDLE32.4% of frames below 2 cm/s0.78432.4%3227.4
1119REGRIPS3 closures that carried nothing0.64227.0%4329.8
1245REGRIPS3 closures that carried nothing0.66325.4%4330.8
1349IDLE30.1% of frames below 2 cm/s0.66330.1%4219.6
1418REGRIPS3 closures that carried nothing0.87928.0%4327.2
1523REGRIPSDROPS3 closures that carried nothing . 5 carries for a 3-orange task, so 2 re-picks0.58726.4%5327.9
1629DROPS5 carries for a 3-orange task, so 2 re-picks0.59022.0%5022.7
1724DROPS5 carries for a 3-orange task, so 2 re-picks0.59426.7%5225.9
1825DROPS5 carries for a 3-orange task, so 2 re-picks0.63422.4%5117.8
1947DROPS5 carries for a 3-orange task, so 2 re-picks0.73121.2%5017.8
2021DROPS5 carries for a 3-orange task, so 2 re-picks0.75025.7%5025.8
2143DROPS5 carries for a 3-orange task, so 2 re-picks0.76020.2%5123.1
2246REGRIPSDROPS3 closures that carried nothing . 5 carries for a 3-orange task, so 2 re-picks0.82425.8%5325.7
2326IDLEDROPS35.1% of frames below 2 cm/s . 6 carries for a 3-orange task, so 3 re-picks0.56235.1%6035.1
2430DROPS6 carries for a 3-orange task, so 3 re-picks0.65818.3%6128.5