Datasets:
action listlengths 8 8 β | language_1 large_stringclasses 44
values | language_2 large_stringclasses 25
values | language_3 large_stringclasses 25
values | timestamp float32 0 69.7 β | frame_index int64 0 1.05k β | episode_index int64 0 67 β | index int64 0 19.7k β | task_index int64 0 43 β |
|---|---|---|---|---|---|---|---|---|
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0 | 0 | 0 | 0 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.066667 | 1 | 0 | 1 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.133333 | 2 | 0 | 2 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.2 | 3 | 0 | 3 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.266667 | 4 | 0 | 4 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.333333 | 5 | 0 | 5 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.4 | 6 | 0 | 6 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.466667 | 7 | 0 | 7 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.533333 | 8 | 0 | 8 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.6 | 9 | 0 | 9 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.666667 | 10 | 0 | 10 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.733333 | 11 | 0 | 11 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.8 | 12 | 0 | 12 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.866667 | 13 | 0 | 13 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 0.933333 | 14 | 0 | 14 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1 | 15 | 0 | 15 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.066667 | 16 | 0 | 16 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.133333 | 17 | 0 | 17 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.2 | 18 | 0 | 18 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.266667 | 19 | 0 | 19 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.333333 | 20 | 0 | 20 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.4 | 21 | 0 | 21 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.466667 | 22 | 0 | 22 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.533333 | 23 | 0 | 23 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.6 | 24 | 0 | 24 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.666667 | 25 | 0 | 25 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.733333 | 26 | 0 | 26 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.8 | 27 | 0 | 27 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.866667 | 28 | 0 | 28 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 1.933333 | 29 | 0 | 29 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2 | 30 | 0 | 30 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.066667 | 31 | 0 | 31 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.133333 | 32 | 0 | 32 | 0 |
[
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0.007769721560180187,
0.9967988133430481,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.2 | 33 | 0 | 33 | 0 |
[
0.4900631606578827,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.266667 | 34 | 0 | 34 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.333333 | 35 | 0 | 35 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.4 | 36 | 0 | 36 | 0 |
[
0.49021151661872864,
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0.2889939546585083,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.466667 | 37 | 0 | 37 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.533333 | 38 | 0 | 38 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.6 | 39 | 0 | 39 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.666667 | 40 | 0 | 40 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.733333 | 41 | 0 | 41 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.8 | 42 | 0 | 42 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.866667 | 43 | 0 | 43 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 2.933333 | 44 | 0 | 44 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3 | 45 | 0 | 45 | 0 |
[
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0.22888074815273285,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.066667 | 46 | 0 | 46 | 0 |
[
0.4971747398376465,
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0.2173476666212082,
0.01662883162498474,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.133333 | 47 | 0 | 47 | 0 |
[
0.500029981136322,
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0.016565758734941483,
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0.06808365881443024,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.2 | 48 | 0 | 48 | 0 |
[
0.5020784139633179,
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0.19393230974674225,
0.017870761454105377,
0.9958316683769226,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.266667 | 49 | 0 | 49 | 0 |
[
0.502621591091156,
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0.1833244264125824,
0.016286659985780716,
0.9957453608512878,
0.06574110686779022,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.333333 | 50 | 0 | 50 | 0 |
[
0.5031142830848694,
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0.17460131645202637,
0.016028739511966705,
0.9956099987030029,
0.06452955305576324,
-0.06587664037942886,
1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.4 | 51 | 0 | 51 | 0 |
[
0.5034513473510742,
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0.16693489253520966,
0.015265209600329399,
0.9955441951751709,
0.06267774850130081,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.466667 | 52 | 0 | 52 | 0 |
[
0.5039631724357605,
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0.1606992781162262,
0.014710134826600552,
0.99538254737854,
0.06156650558114052,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.533333 | 53 | 0 | 53 | 0 |
[
0.5034860968589783,
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0.1574355959892273,
0.014192773029208183,
0.9952104687690735,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.6 | 54 | 0 | 54 | 0 |
[
0.5040706992149353,
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0.15392881631851196,
0.012734427116811275,
0.9951568245887756,
0.05634808540344238,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.666667 | 55 | 0 | 55 | 0 |
[
0.5043668150901794,
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0.008871913887560368,
0.9952122569084167,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.733333 | 56 | 0 | 56 | 0 |
[
0.5044785737991333,
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.8 | 57 | 0 | 57 | 0 |
[
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1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.866667 | 58 | 0 | 58 | 0 |
[
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0.004014321602880955,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 3.933333 | 59 | 0 | 59 | 0 |
[
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4 | 60 | 0 | 60 | 0 |
[
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0.08250941336154938,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.066667 | 61 | 0 | 61 | 0 |
[
0.505093514919281,
-0.04003484919667244,
0.15254583954811096,
-0.0013501531211659312,
-0.9958037734031677,
-0.04141315817832947,
0.08159662038087845,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.133333 | 62 | 0 | 62 | 0 |
[
0.5036347508430481,
-0.04146226495504379,
0.15600049495697021,
-0.0010313306702300906,
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-0.03980332240462303,
0.08082787692546844,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.2 | 63 | 0 | 63 | 0 |
[
0.502197802066803,
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0.15988105535507202,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.266667 | 64 | 0 | 64 | 0 |
[
0.4989701807498932,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.333333 | 65 | 0 | 65 | 0 |
[
0.49699610471725464,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.4 | 66 | 0 | 66 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.466667 | 67 | 0 | 67 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.533333 | 68 | 0 | 68 | 0 |
[
0.49210184812545776,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.6 | 69 | 0 | 69 | 0 |
[
0.49158740043640137,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.666667 | 70 | 0 | 70 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.733333 | 71 | 0 | 71 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.8 | 72 | 0 | 72 | 0 |
[
0.4959409534931183,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.866667 | 73 | 0 | 73 | 0 |
[
0.5007039904594421,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 4.933333 | 74 | 0 | 74 | 0 |
[
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5 | 75 | 0 | 75 | 0 |
[
0.5164785385131836,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.066667 | 76 | 0 | 76 | 0 |
[
0.5251912474632263,
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0.0038801797199994326,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.133333 | 77 | 0 | 77 | 0 |
[
0.5356770753860474,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.2 | 78 | 0 | 78 | 0 |
[
0.5474916696548462,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.266667 | 79 | 0 | 79 | 0 |
[
0.5581486821174622,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.333333 | 80 | 0 | 80 | 0 |
[
0.568453848361969,
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0.004125645849853754,
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0.01870211586356163,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.4 | 81 | 0 | 81 | 0 |
[
0.5796650648117065,
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0.31219682097435,
0.005851230584084988,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.466667 | 82 | 0 | 82 | 0 |
[
0.5901769995689392,
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0.0064257108606398106,
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0.010311865247786045,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.533333 | 83 | 0 | 83 | 0 |
[
0.600678563117981,
-0.053434524685144424,
0.32994648814201355,
0.003917129710316658,
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0.017921390011906624,
-0.04885955527424812,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.6 | 84 | 0 | 84 | 0 |
[
0.6113064885139465,
-0.05109541118144989,
0.33768126368522644,
0.0012677798513323069,
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0.02398182451725006,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.666667 | 85 | 0 | 85 | 0 |
[
0.6200100183486938,
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0.3435840606689453,
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0.03125683218240738,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.733333 | 86 | 0 | 86 | 0 |
[
0.6278479695320129,
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0.3480190932750702,
0.007240505423396826,
0.99134761095047,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.8 | 87 | 0 | 87 | 0 |
[
0.6345193386077881,
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0.009714039973914623,
0.9878578186035156,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.866667 | 88 | 0 | 88 | 0 |
[
0.6407912373542786,
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0.0107917794957757,
0.984347939491272,
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0.16855822503566742,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 5.933333 | 89 | 0 | 89 | 0 |
[
0.6464417576789856,
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0.012809844687581062,
0.9809946417808533,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6 | 90 | 0 | 90 | 0 |
[
0.6502679586410522,
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0.01732631027698517,
0.9782426357269287,
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0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.066667 | 91 | 0 | 91 | 0 |
[
0.6536377668380737,
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0.021706638857722282,
0.9747932553291321,
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0.21154314279556274,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.133333 | 92 | 0 | 92 | 0 |
[
0.6562859416007996,
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0.3354373574256897,
0.027351336553692818,
0.9711576700210571,
-0.07626491785049438,
0.22425055503845215,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.2 | 93 | 0 | 93 | 0 |
[
0.6580039262771606,
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0.3310360908508301,
0.031331706792116165,
0.9670207500457764,
-0.08661150932312012,
0.23746074736118317,
0
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.266667 | 94 | 0 | 94 | 0 |
[
0.6596396565437317,
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0.32876402139663696,
0.0345836766064167,
0.9630648493766785,
-0.09758443385362625,
0.24857068061828613,
1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.333333 | 95 | 0 | 95 | 0 |
[
0.6599612832069397,
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0.324480265378952,
0.035958535969257355,
0.9609236717224121,
-0.10496726632118225,
0.25360307097435,
1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.4 | 96 | 0 | 96 | 0 |
[
0.6584890484809875,
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0.3213809132575989,
0.03778855875134468,
0.9601103067398071,
-0.11166909337043762,
0.25355514883995056,
1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.466667 | 97 | 0 | 97 | 0 |
[
0.6570512056350708,
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0.3182675242424011,
0.04040668159723282,
0.9599593877792358,
-0.11637511104345322,
0.2515992224216461,
1
] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.533333 | 98 | 0 | 98 | 0 |
[
0.6535435318946838,
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0.047005098313093185,
0.9617820382118225,
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0.24244573712348938,
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] | Pick up the peach towel and fold it. | Fold the sweatshirt | Fold the orange cloth | 6.6 | 99 | 0 | 99 | 0 |
This is a FiftyOne dataset with 68 samples.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import fiftyone as fo
from fiftyone.utils.huggingface import load_from_hub
# Load the dataset
# Note: other available arguments include 'max_samples', etc
dataset = load_from_hub("Voxel51/droid-3d-rgb-68ep")
# Launch the App
session = fo.launch_app(dataset)
Dataset Card for droid_3d (68-episode FiftyOne RGB subset)
A 68-episode, RGB-only subset of droid_3d, a large-scale robot manipulation dataset built on the DROID data collection platform, reformatted into LeRobotDataset v3.0 with added depth video and point cloud modalities. The full repo (58,201 episodes, ~1.3 TB) is published at ZibinDong/droid_3d; this repo holds 68 of those episodes' RGB streams only (depth and point clouds excluded β see "Parsing decisions"), re-packaged as a self-contained LeRobotDataset v3.0 export and loaded into FiftyOne for exploration.
Dataset Details
Dataset Sources
- Repository: ZibinDong/droid_3d
- Paper: EmbodiedMAE: A Unified 3D Multi-Modal Representation for Robot Manipulation (arXiv:2505.10105)
- Demo: ZibinDong/lerobotdataset3d (reader package for the full RGB+depth+pointcloud dataset) Β· Visualize on the LeRobot dataset visualizer
Uses
Direct Use
Exploring and visualizing robot manipulation episodes' RGB camera views (wrist +
2 external cameras) alongside 8-dim actions and per-episode natural-language task
descriptions in the FiftyOne App; prototyping data loaders and filters before working
with the full 58,201-episode droid_3d repo (which additionally includes depth and
point-cloud modalities not present here).
Out-of-Scope Use
This 68-episode subset is not a statistically representative sample of the full dataset
(it is simply the first contiguous block of episodes whose data and all 3 RGB video
streams share the first storage shard) and should not be used to draw conclusions about
task or scenario distributions across the full droid_3d dataset. It contains no
depth or point-cloud data β it is not suitable for any 3D-aware or depth-conditioned
policy work; use the full source repo (with the lerobotdataset3d reader) for that.
Dataset Structure
This is a multimodal FiftyOne dataset (dataset.media_type == "multimodal") with
68 samples, one sample per episode. Each sample's media (3 RGB video streams) is not
copied into per-sample files; instead it is resolved through a media_reference that
points into the exported LeRobotDataset v3.0 source (data/, videos/, meta/ in this
repo) at import time β this is how FiftyOne represents LeRobot episodes natively.
Fields
| Field | FiftyOne type | Description |
|---|---|---|
id |
ObjectIdField |
FiftyOne sample id |
media_reference |
MediaReferenceField |
Pointer into the LeRobot source's data/, videos/*, and meta/ files for this episode (chunk/file indexes, frame range, per-video timestamp ranges) β resolved on demand, not duplicated per sample |
tags |
ListField(StringField) |
FiftyOne sample tags (empty by default) |
metadata |
Metadata (size_bytes, mime_type) |
Standard FiftyOne sample metadata |
created_at / last_modified_at |
DateTimeField |
FiftyOne bookkeeping timestamps |
episode_index |
IntField |
Episode index within this subset (0β67, contiguous with the source dataset's original indices since this block happened to start at 0) |
task |
StringField |
Primary task caption for the episode, equal to source language_1 for that episode (verbatim from source meta/tasks.parquet); may be an empty string for a small number of episodes where the source task label itself is blank |
tasks |
ListField(StringField) |
Full task list for the episode (length 1 for every episode here) |
length |
IntField |
Number of frames in the episode (verbatim from source) |
duration |
FloatField |
Episode duration in seconds (length / fps) |
robot_type |
StringField |
Empty β source meta/info.json has "robot_type": null (DROID spans multiple robot platforms/embodiments and does not record a single type per this reformatting) |
fps |
FloatField |
Recording frame rate, 15.0 (verbatim from source) |
The per-frame numeric/string features and the 3 per-frame RGB video streams are not
flattened into sample fields β they remain in the LeRobot data/*.parquet and
videos/*/*.mp4 files referenced by media_reference, and are surfaced by the
FiftyOne App's State & Action, Streams, and Statistics viewer tabs rather than as
queryable sample-level fields. Per source meta/info.json, the per-frame features
imported into this subset are:
| feature | shape | description |
|---|---|---|
action |
(8,) float32 |
robot action vector |
language_1 |
string | first natural-language task annotation (this is the string surfaced as sample-level task) |
language_2 |
string | second, independently-worded natural-language task annotation for the same episode |
language_3 |
string | third natural-language task annotation |
observation.images.{wrist, external_0, external_1} |
(224, 398, 3) video, AV1 |
3 RGB camera views: wrist-mounted + 2 external cameras |
Not imported (present in the source, excluded from this subset):
| feature | dtype (source) | why excluded |
|---|---|---|
observation.depth.{wrist, external_0, external_1} |
depth_video (H.265, uint12_mm scale, 2000 mm range) |
Not a standard LeRobot v3 video/image dtype; FiftyOne's LeRobot v3 importer only recognizes video and image features. The source README itself notes standard lerobot also can't read this dtype without a custom reader. |
observation.pointcloud.{wrist, external_0, external_1} |
pointcloud (Parquet, quantized XYZ, max 2048 pts/frame) |
Same reason β not a video/image dtype, no built-in FiftyOne import path. |
Both excluded modalities can be read with the community reader package
lerobotdataset3d
(LeRobotDatasetDepthPointcloud) against the full source repo, but bringing them into
FiftyOne would require custom per-frame decode + a manual 3D scene/field construction
step β out of scope for this subset.
Label types and why
There are no traditional detection/classification/segmentation labels. task is stored
as a plain StringField rather than fo.Classification because it is a free-form
natural-language instruction (23,858 distinct across the full source dataset, 44 in this
subset), not a fixed closed-set taxonomy.
dataset.info contents
{
"lerobot": {
"format": "LeRobotDataset",
"format_major": 3,
"episode_count": 58201, # total episodes in the full source dataset
"imported_episode_count": 68, # episodes actually imported into this subset
"skipped_episodes": [],
}
}
Parsing decisions
- RGB only β depth and point clouds deliberately excluded. See the "Not imported" table above. This was a scoped decision, not a data-quality issue: the source dataset is specifically designed around RGB + depth + point cloud + action + language for 3D representation learning (EmbodiedMAE), and this subset only covers the RGB + action + language slice of that.
- Which episodes, and why: episodes
0β67were selected because they are the largest contiguous, zero-gap block of episodes whosedata/chunk-000/file-000.parquetshard and every one of the 3 RGBvideos/<key>/chunk-000/file-000.mp4shards are shared β i.e. the smallest set of source files that had to be downloaded (~700 MB) to get a complete, non-truncated set of episodes, given a limited local disk budget (ignoring the excluded depth/pointcloud shard boundaries entirely). It is not a curated or stratified sample. taskuseslanguage_1, not a merged/combined string. Each episode in the source has up to 3 independent natural-language annotations (language_1/_2/_3) that are not paraphrases of each other so much as differently-focused descriptions (e.g. one episode's three annotations: "Pick up the peach towel and fold it.", "Fold the sweatshirt", "Fold the orange cloth" β describing the same folding action with different object framing/emphasis).meta/tasks.parquet'stask_index(which drives this subset'stask/tasksfields) is keyed tolanguage_1specifically;language_2/language_3are not surfaced as separate FiftyOne fields since they live in the frame-level parquet data, not per-episode metadata.- Re-export, not a thin reference to the original repo: this repo is a
self-contained LeRobotDataset v3.0 export (via FiftyOne's
LeRobotDatasetExporter), not a pointer back toZibinDong/droid_3d. Task indices were remapped to only the tasks actually present in this subset (44 of the source's 23,858). Per-episode and global statistics were recomputed from the exported rows, not carried over from the source's global stats. robot_typeis empty, mirroring the source's"robot_type": nullβ DROID data was collected across multiple robot platforms without a single embodiment tag recorded at this level.
Dataset Creation
Curation Rationale
droid_3d was built to support training 3D-aware, vision-language-action robot
policies and unified multi-modal representations (per the EmbodiedMAE paper) by pairing
DROID's large-scale manipulation demonstrations with depth and point-cloud
reconstructions alongside the existing RGB + action + language data. This subset exists
purely as a lightweight, disk-budget-friendly RGB slice for exploration and tooling in
FiftyOne; it was not re-curated for scenario content, and intentionally omits the 3D
modalities that motivate the parent dataset.
Source Data
Data Collection and Processing
- Platform: collected with the DROID (Distributed Robot Interaction Dataset)
data-collection platform β a standardized manipulation data-collection rig used across
many research labs; this reformatting does not record a single
robot_typeper episode. - Cameras: 3 fixed viewpoints per episode β a wrist-mounted camera and two external
cameras β each recording 224Γ398 RGB video at 15 fps, AV1-encoded in this repo. In the
full source repo, each RGB stream has a matched depth stream (H.265,
uint12_mmscale, 2000 mm depth range) and a matched point-cloud stream (quantized XYZ, up to 2048 points/frame, ranges xβ[β1,1] yβ[β1,1] zβ[0,1.6] m) β not included here. Downstream, EmbodiedMAE fuses RGB with these depth/point-cloud streams into a unified 3D multi-modal representation for manipulation. - Actions: 8-dimensional per-frame action vectors (
action). - Language: up to 3 independent natural-language task annotations per episode
(
language_1/_2/_3), differing in phrasing/emphasis rather than being verbatim duplicates.
Who are the source data producers?
Collected under the DROID data-collection effort (multi-institution robot manipulation
data collection); the droid_3d depth/point-cloud reformatting and this LeRobot v3
packaging were produced by Zibin Dong and collaborators for the EmbodiedMAE project.
Annotations
Annotation process
Task/language annotations (language_1/_2/_3) accompany each episode from the
underlying DROID collection process; this reformatting does not describe an additional
annotation pass beyond carrying these forward and deriving the LeRobot task_index from
language_1.
Personal and Sensitive Information
Episodes are RGB video of tabletop robot manipulation (folding cloth, picking up objects, etc.); no depth/point-cloud (excluded here) or audio is present in this subset. No specific personal or sensitive information is called out by the source.
Citation
BibTeX:
@article{dong2025embodiedmae,
title = {EmbodiedMAE: A Unified 3D Multi-Modal Representation for Robot Manipulation},
author = {Dong, Zibin and Ni, Fei and Yuan, Yifu and Li, Yinchuan and Hao, Jianye},
journal = {arXiv preprint arXiv:2505.10105},
year = {2025}
}
APA:
Dong, Z., Ni, F., Yuan, Y., Li, Y., & Hao, J. (2025). EmbodiedMAE: A Unified 3D Multi-Modal Representation for Robot Manipulation. arXiv:2505.10105.
More Information
This is a 68-episode, RGB-only subset of ZibinDong/droid_3d
(58,201 episodes, ~1.3 TB including depth and point clouds), produced for local
exploration under a limited disk budget. To work with the full RGB + depth + point-cloud
dataset, use lerobotdataset3d
(LeRobotDatasetDepthPointcloud), which is a standalone reader with no LeRobot fork
required.
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