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observation.images.image
imagewidth (px)
256
256
observation.images.wrist_image
imagewidth (px)
256
256
observation.images.image_mask
imagewidth (px)
256
256
observation.images.wrist_mask
imagewidth (px)
256
256
observation.state
sequence
action
sequence
observation.images.object_of_interest_mask
imagewidth (px)
256
256
observation.images.object_of_interest_wrist_mask
imagewidth (px)
256
256
observation.images.image_depth
imagewidth (px)
256
256
observation.images.wrist_depth
imagewidth (px)
256
256
timestamp
float32
0
22.3
frame_index
int64
0
223
episode_index
int64
0
201
index
int64
0
31.3k
task_index
int64
0
4
[ -0.13461221754550934, -0.031593672931194305, 0.2608724534511566, 3.1341588497161865, -0.044648341834545135, -0.06500138342380524, 0.036103617399930954, -0.036298587918281555 ]
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0
0
0
0
0
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0.1
1
0
1
0
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[ 0.24910713732242584, -0.6455357074737549, 0, 0, 0.007499999832361937, 0, -1 ]
0.2
2
0
2
0
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[ 0.2705357074737549, -0.6910714507102966, 0, 0, 0.007499999832361937, 0, -1 ]
0.3
3
0
3
0
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0.4
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0
4
0
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0.5
5
0
5
0
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[ 0.31339284777641296, -0.7875000238418579, 0, 0, 0, 0, -1 ]
0.6
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0
6
0
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[ 0.3107142746448517, -0.8089285492897034, 0, 0, 0, 0, -1 ]
0.7
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0
7
0
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[ 0.3053571283817291, -0.8303571343421936, 0, 0, 0, 0, -1 ]
0.8
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0
8
0
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[ 0.30267858505249023, -0.8062499761581421, 0, 0, 0, 0, -1 ]
0.9
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0
9
0
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1
10
0
10
0
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[ 0.2919642925262451, -0.7848214507102966, 0, 0, 0, 0, -1 ]
1.1
11
0
11
0
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1.2
12
0
12
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[ 0.28125, -0.731249988079071, 0, 0, 0, 0, -1 ]
1.3
13
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13
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1.4
14
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14
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1.5
15
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15
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1.6
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16
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1.7
17
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17
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1.8
18
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18
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1.9
19
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19
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2
20
0
20
0
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2.1
21
0
21
0
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2.2
22
0
22
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2.3
23
0
23
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2.4
24
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24
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2.5
25
0
25
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2.6
26
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26
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2.7
27
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27
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2.8
28
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28
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2.9
29
0
29
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3
30
0
30
0
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3.1
31
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31
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3.2
32
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32
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3.3
33
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33
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3.4
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3.5
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3.6
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36
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3.7
37
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37
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3.8
38
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38
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3.9
39
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4
40
0
40
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4.1
41
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41
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4.2
42
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42
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4.3
43
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43
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4.4
44
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4.5
45
0
45
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4.6
46
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4.7
47
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4.8
48
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48
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4.9
49
0
49
0
[ -0.12338021397590637, -0.25066089630126953, 0.06222822517156601, 3.050844430923462, 0.03436031937599182, -0.059521496295928955, 0.02811751700937748, -0.03502402827143669 ]
[ 0, 0, 0.7875000238418579, -0.055714286863803864, 0.09428571164608002, 0, 1 ]
5
50
0
50
0
[ -0.12479798495769501, -0.2496476173400879, 0.07228244841098785, 3.044860363006592, 0.03517764061689377, -0.06968900561332703, 0.028124967589974403, -0.035012535750865936 ]
[ 0, 0.03214285895228386, 0.9375, -0.010714286006987095, 0.0771428570151329, 0, 1 ]
5.1
51
0
51
0
[ -0.12583239376544952, -0.24799615144729614, 0.08365634083747864, 3.041308879852295, 0.03515402972698212, -0.07861918956041336, 0.028129996731877327, -0.03500392287969589 ]
[ 0, 0.0401785708963871, 0.9375, 0, 0.06321428716182709, 0, 1 ]
5.2
52
0
52
0
[ -0.12617871165275574, -0.24630357325077057, 0.09553558379411697, 3.03857421875, 0.03480370342731476, -0.08430942893028259, 0.02813459001481533, -0.034996114671230316 ]
[ 0.04553571343421936, 0.04553571343421936, 0.9375, 0, 0.03321428596973419, 0, 1 ]
5.3
53
0
53
0
[ -0.12641528248786926, -0.24484004080295563, 0.10750852525234222, 3.0363693237304688, 0.034083783626556396, -0.08863602578639984, 0.02813911810517311, -0.03498876839876175 ]
[ 0.02142857201397419, 0.03482142835855484, 0.9375, 0, 0.034285712987184525, -0.0010714285308495164, 1 ]
5.4
54
0
54
0
[ -0.12680462002754211, -0.2436513751745224, 0.11948663741350174, 3.0345098972320557, 0.03321908041834831, -0.09280503541231155, 0.028143608942627907, -0.03498264402151108 ]
[ 0.02142857201397419, 0.03214285895228386, 0.9375, 0, 0.03321428596973419, -0.003214285708963871, 1 ]
5.5
55
0
55
0
[ -0.12713630497455597, -0.24255435168743134, 0.13151119649410248, 3.032958507537842, 0.03217378258705139, -0.09611306339502335, 0.028147811070084572, -0.034977659583091736 ]
[ 0.02946428582072258, 0.04553571343421936, 0.9375, 0, 0.025714285671710968, -0.006428571417927742, 1 ]
5.6
56
0
56
0
[ -0.1275656819343567, -0.24148817360401154, 0.1435423642396927, 3.0317656993865967, 0.030847199261188507, -0.09921250492334366, 0.028151635080575943, -0.03497348725795746 ]
[ 0.010714286006987095, 0.04821428656578064, 0.9375, 0.0010714285308495164, 0.02678571455180645, -0.007499999832361937, 1 ]
5.7
57
0
57
0
[ -0.12806850671768188, -0.24020589888095856, 0.15558671951293945, 3.0314948558807373, 0.029969926923513412, -0.10190356522798538, 0.028155427426099777, -0.03496912494301796 ]
[ 0.0053571430034935474, 0.06160714104771614, 0.9375, 0.012857142835855484, 0.02142857201397419, -0.002142857061699033, 1 ]
5.8
58
0
58
0
[ -0.12868383526802063, -0.23876389861106873, 0.16760574281215668, 3.032186985015869, 0.029669826850295067, -0.104109026491642, 0.02815956622362137, -0.03496427461504936 ]
[ 0, 0.07232142984867096, 0.9375, 0.017142856493592262, 0.02142857201397419, -0.0010714285308495164, 1 ]
5.9
59
0
59
0
[ -0.12949487566947937, -0.23698680102825165, 0.17950157821178436, 3.034374713897705, 0.029756953939795494, -0.10656176507472992, 0.028164470568299294, -0.03495877608656883 ]
[ 0, 0.09910714626312256, 0.9375, 0.035357143729925156, 0.028928572311997414, -0.002142857061699033, 1 ]
6
60
0
60
0
[ -0.1304328292608261, -0.2348339855670929, 0.1912349909543991, 3.0381689071655273, 0.03035082295536995, -0.10938550531864166, 0.028170252218842506, -0.03495253995060921 ]
[ 0, 0.1339285671710968, 0.9241071343421936, 0.04500000178813934, 0.03214285895228386, 0, 1 ]
6.1
61
0
61
0
[ -0.1310083568096161, -0.2317982316017151, 0.20267795026302338, 3.043666124343872, 0.03190632164478302, -0.11100855469703674, 0.028177542611956596, -0.034944936633110046 ]
[ 0.0401785708963871, 0.2571428716182709, 0.8732143044471741, 0.05464285612106323, 0.017142856493592262, 0, 1 ]
6.2
62
0
62
0
[ -0.1306883543729782, -0.227479487657547, 0.21292339265346527, 3.0504910945892334, 0.03432827442884445, -0.11010129004716873, 0.028185715898871422, -0.034936439245939255 ]
[ 0.11785714328289032, 0.375, 0.7017857432365417, 0.061071429401636124, 0, 0, 1 ]
6.3
63
0
63
0
[ -0.12948034703731537, -0.22198720276355743, 0.2216590791940689, 3.057918071746826, 0.037098228931427, -0.10757676512002945, 0.028194135054945946, -0.03492770344018936 ]
[ 0.18482142686843872, 0.4660714268684387, 0.6214285492897034, 0.061071429401636124, 0, 0, 1 ]
6.4
64
0
64
0
[ -0.12791651487350464, -0.21565034985542297, 0.2291051745414734, 3.0651638507843018, 0.03967338427901268, -0.10580912977457047, 0.028202364221215248, -0.03491923585534096 ]
[ 0.16339285671710968, 0.5330356955528259, 0.5142857432365417, 0.051428571343421936, 0, 0, 1 ]
6.5
65
0
65
0
[ -0.12624827027320862, -0.2085302621126175, 0.235635444521904, 3.0719621181488037, 0.041944656521081924, -0.1051868125796318, 0.02821015939116478, -0.03491130471229553 ]
[ 0.15535713732242584, 0.6026785969734192, 0.46339285373687744, 0.046071428805589676, 0, -0.0010714285308495164, 1 ]
6.6
66
0
66
0
[ -0.1244673803448677, -0.20063002407550812, 0.24189262092113495, 3.078476905822754, 0.04392671957612038, -0.10426196455955505, 0.0282176211476326, -0.03490369766950607 ]
[ 0.1339285671710968, 0.65625, 0.4553571343421936, 0.04285714402794838, -0.013928571715950966, 0, 1 ]
6.7
67
0
67
0
[ -0.12275725603103638, -0.19235743582248688, 0.24803362786769867, 3.084472894668579, 0.04542824253439903, -0.10273265093564987, 0.028224393725395203, -0.03489675000309944 ]
[ 0.1205357164144516, 0.6508928537368774, 0.4419642984867096, 0.039642855525016785, -0.014999999664723873, 0, 1 ]
6.8
68
0
68
0
[ -0.12106731534004211, -0.18373312056064606, 0.2540550231933594, 3.0900771617889404, 0.04659828916192055, -0.09966892004013062, 0.0282310638576746, -0.03488999977707863 ]
[ 0.09642857313156128, 0.6991071701049805, 0.4124999940395355, 0.034285712987184525, -0.03642857074737549, -0.0010714285308495164, 1 ]
6.9
69
0
69
0
[ -0.11949992924928665, -0.17464110255241394, 0.25997158885002136, 3.095522880554199, 0.047612812370061874, -0.09480967372655869, 0.028237292543053627, -0.034883685410022736 ]
[ 0.0669642835855484, 0.7339285612106323, 0.3991071283817291, 0.03214285895228386, -0.04821428656578064, 0, 1 ]
7
70
0
70
0
[ -0.11810144782066345, -0.1650930941104889, 0.2656498849391937, 3.1006109714508057, 0.0485684834420681, -0.08782780170440674, 0.0282429251819849, -0.03487800806760788 ]
[ 0.02142857201397419, 0.7848214507102966, 0.3375000059604645, 0.023571427911520004, -0.07285714149475098, 0, 1 ]
7.1
71
0
71
0
[ -0.11673424392938614, -0.15534959733486176, 0.27097320556640625, 3.1043694019317627, 0.04900117591023445, -0.07751423865556717, 0.02824745513498783, -0.0348733589053154 ]
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7.2
72
0
72
0
[ -0.11546045541763306, -0.14549653232097626, 0.27583611011505127, 3.1066341400146484, 0.048759642988443375, -0.06439155340194702, 0.02825135923922062, -0.03486938402056694 ]
[ 0.02142857201397419, 0.7955357432365417, 0.27589285373687744, 0, -0.1007142886519432, -0.0053571430034935474, 1 ]
7.3
73
0
73
0
[ -0.11442001163959503, -0.13545052707195282, 0.28028154373168945, 3.108048677444458, 0.04815574362874031, -0.049603600054979324, 0.0282545555382967, -0.034866124391555786 ]
[ 0.02142857201397419, 0.7982142567634583, 0.2705357074737549, 0, -0.1007142886519432, -0.0053571430034935474, 1 ]
7.4
74
0
74
0
[ -0.11361850798130035, -0.12524724006652832, 0.2844579815864563, 3.1089847087860107, 0.04739483818411827, -0.033666595816612244, 0.028257008641958237, -0.03486357629299164 ]
[ 0.02142857201397419, 0.7982142567634583, 0.2678571343421936, 0, -0.1007142886519432, -0.0053571430034935474, 1 ]
7.5
75
0
75
0
[ -0.11295929551124573, -0.11496590077877045, 0.28844398260116577, 3.1095328330993652, 0.04653847590088844, -0.016452087089419365, 0.028259113430976868, -0.03486135974526405 ]
[ 0.02678571455180645, 0.7955357432365417, 0.2651785612106323, 0, -0.10285714268684387, -0.0053571430034935474, 1 ]
7.6
76
0
76
0
[ -0.1124667152762413, -0.10462351888418198, 0.29217514395713806, 3.1097946166992188, 0.045658815652132034, 0.0013550467556342483, 0.028261123225092888, -0.03485925495624542 ]
[ 0.02678571455180645, 0.7982142567634583, 0.2544642984867096, 0, -0.09857142716646194, -0.0053571430034935474, 1 ]
7.7
77
0
77
0
[ -0.11199833452701569, -0.09423309564590454, 0.2955552339553833, 3.1097536087036133, 0.044710420072078705, 0.019651221111416817, 0.0282631553709507, -0.03485710546374321 ]
[ 0.0535714291036129, 0.7982142567634583, 0.23571428656578064, 0, -0.09428571164608002, -0.006428571417927742, 1 ]
7.8
78
0
78
0
[ -0.11151780933141708, -0.08379027247428894, 0.29862529039382935, 3.1095023155212402, 0.04368045553565025, 0.03816017508506775, 0.02826552651822567, -0.03485462814569473 ]
[ 0.05624999850988388, 0.8008928298950195, 0.2276785671710968, 0, -0.09214285761117935, -0.006428571417927742, 1 ]
7.9
79
0
79
0
[ -0.11109628528356552, -0.07332465797662735, 0.3014579117298126, 3.109097719192505, 0.042690303176641464, 0.05645984783768654, 0.028268083930015564, -0.03485196828842163 ]
[ 0.0535714291036129, 0.7982142567634583, 0.2142857164144516, 0, -0.08892857283353806, -0.0053571430034935474, 1 ]
8
80
0
80
0
[ -0.11061082035303116, -0.06288134306669235, 0.304021418094635, 3.1085269451141357, 0.04156609997153282, 0.07484187185764313, 0.028270939365029335, -0.034849002957344055 ]
[ 0.07500000298023224, 0.7955357432365417, 0.19553571939468384, 0, -0.0867857113480568, -0.007499999832361937, 1 ]
8.1
81
0
81
0
End of preview. Expand in Data Studio

This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v2.1",
    "robot_type": "panda",
    "total_episodes": 500,
    "total_frames": 74507,
    "total_tasks": 10,
    "total_videos": 0,
    "total_chunks": 1,
    "chunks_size": 1000,
    "fps": 10,
    "splits": {
        "train": "0:500"
    },
    "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
    "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
    "features": {
        "observation.images.image": {
            "dtype": "image",
            "shape": [
                256,
                256,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ]
        },
        "observation.images.wrist_image": {
            "dtype": "image",
            "shape": [
                256,
                256,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ]
        },
        "observation.images.image_mask": {
            "dtype": "image",
            "shape": [
                256,
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                3
            ],
            "names": [
                "height",
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                "channel"
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        },
        "observation.images.wrist_mask": {
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            "shape": [
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        },
        "observation.state": {
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            "names": [
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        "action": {
            "dtype": "float32",
            "shape": [
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            "names": [
                "action"
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        },
        "observation.images.object_of_interest_mask": {
            "dtype": "image",
            "shape": [
                256,
                256,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ]
        },
        "observation.images.object_of_interest_wrist_mask": {
            "dtype": "image",
            "shape": [
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                256,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ]
        },
        "observation.images.image_depth": {
            "dtype": "image",
            "shape": [
                256,
                256,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ]
        },
        "observation.images.wrist_depth": {
            "dtype": "image",
            "shape": [
                256,
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                3
            ],
            "names": [
                "height",
                "width",
                "channel"
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        },
        "timestamp": {
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        "frame_index": {
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        "episode_index": {
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        "index": {
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            "shape": [
                1
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            "names": null
        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

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