Act, Sense, Act: Learning Non-Markovian Active Perception Strategies from Large-Scale Egocentric Human Data
Paper
β’ 2602.04600 β’ Published
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0.6051908135414124
] | [-0.14504630863666534,0.11005954444408417,-0.10453539341688156,0.5786184072494507,0.6888497471809387(...TRUNCATED) | [[-0.029418500140309334,0.32873407006263733,-0.4413090944290161,-0.06128930300474167,0.5576473474502(...TRUNCATED) | [-0.032845303416252136,0.2995941638946533,-0.480550080537796,-0.06128930300474167,0.5576473474502563(...TRUNCATED) | [[0.29727283120155334,0.11673291772603989,-0.2875295579433441,0.4686647653579712,0.8578017950057983,(...TRUNCATED) | [0.27400562167167664,0.07219887524843216,-0.29161858558654785,0.4686647653579712,0.8578017950057983,(...TRUNCATED) | Get an 8-inch flour tortilla and place it on a cutting board. | 135 | 1,181 | true | true | true | [false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.18397438526153564,0.11263328790664673,-0.12882627546787262,0.487692654132843,0.716084897518158,(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.09036556631326675,0.3118428885936737,-0.48822465538978577,-0.06128908693790436,0.55764722824096(...TRUNCATED) | [[0.18271595239639282],[0.18271596729755402],[0.18271613121032715],[0.24066981673240662],[0.16572560(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[0.2416868656873703,0.11702640354633331,-0.28857898712158203,0.46866458654403687,0.8578019738197327(...TRUNCATED) | [[0.6051910519599915],[0.6051908135414124],[0.42172908782958984],[0.26175346970558167],[0.1992345154(...TRUNCATED) | [] | [] | [] | [] | [] | [] | [] | [] | [] | ||
CaptainCook4D | 10_18 | 153 | 153 | 6 | [
275527
] | false | [[-0.5924818515777588,-0.6779159307479858,-0.43519556522369385,0.25779083371162415],[-0.648822247982(...TRUNCATED) | [[[-0.30966824293136597,0.19815737009048462,-0.9299673438072205,0.006390128750354052],[0.76555341482(...TRUNCATED) | [[[-0.5442848801612854,0.5240158438682556,0.6551040410995483,0.3370105028152466],[-0.022416124120354(...TRUNCATED) | [
0.18271595239639282
] | [
0.6051910519599915
] | [-0.18397438526153564,0.11263328790664673,-0.12882627546787262,0.487692654132843,0.716084897518158,-(...TRUNCATED) | [[-0.08693874627351761,0.3409827649593353,-0.44898366928100586,-0.06128908693790436,0.55764722824096(...TRUNCATED) | [-0.09036556631326675,0.3118428885936737,-0.48822465538978577,-0.06128908693790436,0.557647228240966(...TRUNCATED) | [[0.2649540901184082,0.16156044602394104,-0.2844899892807007,0.46866458654403687,0.8578019738197327,(...TRUNCATED) | [0.2416868656873703,0.11702640354633331,-0.28857898712158203,0.46866458654403687,0.8578019738197327,(...TRUNCATED) | Get an 8-inch flour tortilla and place it on a cutting board. | 135 | 1,181 | true | true | true | [false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.24628734588623047,0.10876632481813431,-0.16644200682640076,0.368100643157959,0.7395735383033752(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.19524221122264862,0.33267009258270264,-0.4988425374031067,-0.06128925085067749,0.55764716863632(...TRUNCATED) | [[0.18271596729755402],[0.18271613121032715],[0.24066981673240662],[0.16572560369968414],[0.10545987(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[0.17416638135910034,0.19828753173351288,-0.3011645972728729,0.46866458654403687,0.8578019738197327(...TRUNCATED) | [[0.6051908135414124],[0.42172908782958984],[0.26175346970558167],[0.1992345154285431],[0.2050832211(...TRUNCATED) | [] | [] | [] | [] | [] | [] | [] | [] | [] | ||
CaptainCook4D | 10_18 | 156 | 156 | 7 | [
275530
] | false | [[-0.6733659505844116,-0.5193929672241211,-0.5261266231536865,0.2289973348379135],[-0.64222985506057(...TRUNCATED) | [[[-0.30966830253601074,0.19815726578235626,-0.9299673438072205,-0.05305612087249756],[0.76555353403(...TRUNCATED) | [[[-0.5442849397659302,0.5240157246589661,0.6551041603088379,0.23647834360599518],[-0.02241618558764(...TRUNCATED) | [
0.18271596729755402
] | [
0.6051908135414124
] | [-0.24628734588623047,0.10876632481813431,-0.16644200682640076,0.368100643157959,0.7395735383033752,(...TRUNCATED) | [[-0.19181537628173828,0.36180999875068665,-0.4596015512943268,-0.06128925085067749,0.55764716863632(...TRUNCATED) | [-0.19524221122264862,0.33267009258270264,-0.4988425374031067,-0.06128925085067749,0.557647168636322(...TRUNCATED) | [[0.19743360579013824,0.2428215742111206,-0.2970755994319916,0.46866458654403687,0.8578019738197327,(...TRUNCATED) | [0.17416638135910034,0.19828753173351288,-0.3011645972728729,0.46866458654403687,0.8578019738197327,(...TRUNCATED) | Get an 8-inch flour tortilla and place it on a cutting board. | 135 | 1,181 | true | true | true | [false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.31418776512145996,0.09659795463085175,-0.2046385109424591,0.24670778214931488,0.751227557659149(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.28170233964920044,0.30067887902259827,-0.5407851338386536,-0.06128915399312973,0.55764722824096(...TRUNCATED) | [[0.18271613121032715],[0.24066981673240662],[0.16572560369968414],[0.10545987635850906],[0.11212484(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[0.09531954675912857,0.2596733272075653,-0.3237137198448181,-0.1392136812210083,0.9858910441398621,(...TRUNCATED) | [[0.42172908782958984],[0.26175346970558167],[0.1992345154285431],[0.2050832211971283],[0.6504963636(...TRUNCATED) | [] | [] | [] | [] | [] | [] | [] | [] | [] | ||
CaptainCook4D | 10_18 | 159 | 159 | 8 | [
275533
] | false | [[-0.7403494715690613,-0.3647522032260895,-0.5646578073501587,0.20546388626098633],[-0.6219321489334(...TRUNCATED) | [[[-0.30966830253601074,0.19815748929977417,-0.9299672842025757,-0.06652757525444031],[0.76555341482(...TRUNCATED) | [[[-0.9575749039649963,0.16616477072238922,0.23545607924461365,0.12649016082286835],[0.0303385406732(...TRUNCATED) | [
0.18271613121032715
] | [
0.42172908782958984
] | [-0.31418776512145996,0.09659795463085175,-0.2046385109424591,0.24670778214931488,0.7512275576591492(...TRUNCATED) | [[-0.2782754898071289,0.3298187851905823,-0.5015441179275513,-0.06128915399312973,0.5576472282409668(...TRUNCATED) | [-0.28170233964920044,0.30067887902259827,-0.5407851338386536,-0.06128915399312973,0.557647228240966(...TRUNCATED) | [[0.08846717327833176,0.31040993332862854,-0.33565405011177063,-0.1392136812210083,0.985891044139862(...TRUNCATED) | [0.09531954675912857,0.2596733272075653,-0.3237137198448181,-0.1392136812210083,0.9858910441398621,-(...TRUNCATED) | Get an 8-inch flour tortilla and place it on a cutting board. | 135 | 1,181 | true | true | true | [false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.3900642991065979,0.08094113320112228,-0.24262593686580658,0.11506689339876175,0.740022838115692(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.38899075984954834,0.2613092064857483,-0.5728926062583923,-0.0744931772351265,0.9972065091133118(...TRUNCATED) | [[0.24066981673240662],[0.16572560369968414],[0.10545987635850906],[0.11212484538555145],[0.13871431(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.005975595209747553,0.2888241112232208,-0.38019418716430664,-0.14023132622241974,0.9882398247718(...TRUNCATED) | [[0.26175346970558167],[0.1992345154285431],[0.2050832211971283],[0.6504963636398315],[0.68282753229(...TRUNCATED) | [] | [] | [] | [] | [] | [] | [] | [] | [] | ||
CaptainCook4D | 10_18 | 162 | 162 | 9 | [
275536
] | false | [[-0.7910255193710327,-0.19840271770954132,-0.578718364238739,0.1822141408920288],[-0.59885376691818(...TRUNCATED) | [[[-0.9190018773078918,0.1153251901268959,-0.3770088851451874,-0.10858282446861267],[0.0825258418917(...TRUNCATED) | [[[-0.9518540501594543,0.20992638170719147,0.22339382767677307,0.04991576075553894],[0.0584527403116(...TRUNCATED) | [
0.24066981673240662
] | [
0.26175346970558167
] | [-0.3900642991065979,0.08094113320112228,-0.24262593686580658,0.11506689339876175,0.7400228381156921(...TRUNCATED) | [[-0.3877723515033722,0.310916930437088,-0.5766372680664062,-0.0744931772351265,0.9972065091133118,0(...TRUNCATED) | [-0.38899075984954834,0.2613092064857483,-0.5728926062583923,-0.0744931772351265,0.9972065091133118,(...TRUNCATED) | [[-0.012757238931953907,0.3392260670661926,-0.39035123586654663,-0.14023132622241974,0.9882398247718(...TRUNCATED) | [-0.005975595209747553,0.2888241112232208,-0.38019418716430664,-0.14023132622241974,0.98823982477188(...TRUNCATED) | Get an 8-inch flour tortilla and place it on a cutting board. | 135 | 1,181 | true | true | true | [false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.4510931968688965,0.06625805795192719,-0.2753939628601074,-0.0005670000682584941,0.7115574479103(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.45991674065589905,0.2202102541923523,-0.634645938873291,-0.16737984120845795,0.9670599699020386(...TRUNCATED) | [[0.16572560369968414],[0.10545987635850906],[0.11212484538555145],[0.13871431350708008],[0.12579527(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [[-0.095339834690094,0.2939445972442627,-0.45190995931625366,-0.14904144406318665,0.9887911677360535(...TRUNCATED) | [[0.1992345154285431],[0.2050832211971283],[0.6504963636398315],[0.6828275322914124],[0.648176908493(...TRUNCATED) | [] | [] | [] | [] | [] | [] | [] | [] | [] |
This repo provides the data used in our paper Act, Sense, Act: Learning Non-Markovian Active Perception Strategies from Large-Scale Egocentric Human Data. It consists of a curated combination of public egocentric human datasets and collected robot data, processed into a unified format for training.
For more details, please refer to the paper and project page.
| Source | Type | Samples | Takes | Languages | Take_Languages |
|---|---|---|---|---|---|
| CaptainCook4D | frame3_chunk1-100_his10-15_anno_image | 1,071,604 | 257 | 351 | 3417 |
| EgoExo4D | proprio_frame1_chunk3-100_his30-15_image | 421,582 | 249 | 2730 | 3131 |
| Source | Task | Type | Samples | Takes | Languages | Take_Languages | Details |
|---|---|---|---|---|---|---|---|
| Monte02 | task1_1 | frame1_chunk3-100_his30-15_extend90_gripper_image | 493,678 | 191 | 3 | 573 | vision/current_image 224, vision/history_image 224, hf.feature |
| Monte02 | task3_1 | frame1_chunk3-100_his30-15_extend90_gripper_image_new | 383,729 | 102 | 3 | 306 | new (no light), new_anno |
| Monte02 | task3_2 | frame1_chunk3-100_his30-15_extend90_gripper_image_newnew_aug | 300,958 | 83 | 3 | 249 | new sub23, new sub1 + new-only-sub1(18w), and img-aug |
| Monte02 | task1_2 | frame1_chunk3-100_his30-15_extend90_gripper_image_move | 375,143 | 188 | 2 | 376 | only subtask 2 and 3, and source = 'Monte02_Move' |
| Monte02 | task1_2 | frame1_chunk3-100_his30-15_extend90_gripper_hand_new | 275, 699 | 218 | 2 | 218 | sub1 old + sub4 new, source='Monte02', 'Monte02_12sub4' |
| Monte02 | task2_1 | proprio_frame1_chunk3-100_his30-15_extend90_gripper_newdata_image_new | 151,628 | 69 | 2 | 138 | new data, big ring |
ASA/
βββ captaincook4d
β βββ hf_datasets
β βββ proprio_frame3_chunk1-100_his30-15_anno_image
β βββ by_language.pkl
β βββ by_take_language.pkl
β βββ by_take.pkl
β βββ data-00000-of-00028.arrow
β βββ ....
β βββ data-00027-of-00028.arrow
β βββ dataset_info.json
β βββ state.json
βββ egoexo4d
β βββ hf_datasets
β βββ proprio_frame1_chunk3-100_his30-15_image
β βββ xxx.pkl
β βββ xxxxx.arrow
β βββ xxx.json
βββ monte02
βββ hf_datasets
β βββ task1_1
β β βββ proprio_xxx
β β βββ xxx.pkl
β β βββ xxxxx.arrow
β β βββ xxx.json
β βββ task1_2
β βββ task2_1
β βββ task3_1
β βββ task3_2
βββ raw_data
βββ task1_1.zip
β βββ folder
β βββ sample_xxxx_xxx
β βββ annotation.json
β βββ head_video.avi
β βββ robot_data.h5
β βββ label_result.txt (optional, not available for all samples)
β βββ left_video.avi (optional)
β βββ right_video.avi (optional)
β βββ valid.txt
βββ task1_2.zip
βββ task2_1.zip
βββ task3_1.zip
βββ task3_2.zip
| Key | Type | Shape | Details |
|---|---|---|---|
source |
str |
- | from which dataset |
take_name |
str |
- | |
frame_idx |
int |
- | index of the frame in the filtered take (not continuous) (aligned with pose index) |
vision/rgb_image |
bytes |
- | RGB image of size (504, 896, 3) |
vision/current_image |
Image (hf.feature) |
- | head RGB image of size (224, 224, 3) |
vision/history_image |
list(Image) (hf.feature) |
- | 5 history (5s, t-5 ~ t-1) head RGB image of size (224, 224, 3) |
vision/video_frame |
int |
- | index of the frame in the video |
vision/histroy_idx |
list |
- | index of the histroy in the HF_IMAGE_DATASET , maybe in past subtask |
current/complete |
bool |
- | whether the subtask is complete |
annotation/language |
str |
- | |
annotation/start_frame |
int |
- | start_frame of this keystep |
annotation/end_frame |
int |
- | |
annotation/delta_idx |
int |
- | index change in the filtered keystep |
current/head/raw_pose |
ndarray |
(4, 4) | in the world frame |
current/left_hand/raw_pose |
ndarray |
(26, 4, 4) | 26 joints of the left hand |
current/left_hand/mano_params |
ndarray |
(15,) | not use |
current/right_hand/raw_pose |
ndarray |
(26, 4, 4) | |
current/right_hand/mano_params |
ndarray |
(15,) | |
current/head/pose_in_base |
ndarray |
(9,) | in the base frame |
current/left_hand/pose_in_base |
ndarray |
(26, 9) | all 26 joints |
current/left_hand/wrist_in_base |
ndarray |
(9,) | only wrist |
current/left_hand/gripper |
ndarray |
(1,) | |
current/right_hand/pose_in_base |
ndarray |
(26, 9) | all 26 joints |
current/right_hand/wrist_in_base |
ndarray |
(9,) | |
current/right_hand/gripper |
ndarray |
(1,) | normalized gripper state |
current/head/move |
bool |
- | whether the component is moving in current subtask |
current/left_hand/move |
bool |
- | |
current/right_hand/move |
bool |
- | |
history/complete |
ndarray |
(100,) | future chunk 100 |
history/head/move |
ndarray |
(100,) | |
future/head/pose_in_base |
ndarray |
(100, 9) | |
future/left_hand/move |
ndarray |
(100,) | |
future/left_hand/wrist_in_base |
ndarray |
(100, 9) | |
future/left_hand/gripper |
ndarray |
(100,1) | |
future/right_hand/move |
ndarray |
(100,) | |
future/right_hand/wrist_in_base |
ndarray |
(100, 9) | |
future/right_hand/gripper |
ndarray |
(100,1) | |
history/complete |
list |
- | history chunk 15, only in this subtask |
history/head/move |
list |
- | |
history/head/pose_in_base |
list |
- | |
history/left_hand/move |
list |
- | |
history/left_hand/wrist_in_base |
list |
- | |
history/left_hand/gripper |
list |
- | |
history/right_hand/move |
list |
- | |
history/right_hand/wrist_in_base |
list |
- | |
history/right_hand/gripper |
list |
- |
| Key | Type | Shape | Details |
|---|---|---|---|
source |
str |
- | from which dataset |
take_name |
str |
- | |
frame_idx |
int |
- | index of the frame in the filtered take (not continuous) |
vision/rgb_image |
bytes |
- | RGB image of size (1408, 1408, 3) |
vision/current_image |
Image (hf.feature) |
- | head RGB image of size (224, 224, 3) |
vision/history_image |
list(Image) (hf.feature) |
- | 5 history (5s, t-5 ~ t-1) head RGB image of size (224, 224, 3) |
vision/video_frame |
int |
- | index of the frame in the video |
vision/histroy_idx |
list |
- | index of the histroy in the HF_IMAGE_DATASET |
annotation/language |
str |
- | coarse_grained or fine_grained |
annotation/start_frame |
int |
- | start_frame of this keystep |
annotation/end_frame |
int |
- | |
annotation/delta_idx |
int |
- | index change in the filtered keystep |
current/head/raw_pose |
ndarray |
(4, 4) | in the world frame |
current/left_hand/raw_position |
ndarray |
(26, 3) | 26 joints of the left hand |
current/left_hand/mano_params |
ndarray |
(15,) | |
current/left_hand/wrist_pose |
ndarray |
(4,4) | wrist pose of left hand, rotation is optimized by MANO |
current/right_hand/raw_position |
ndarray |
(26, 3) | |
current/right_hand/mano_params |
ndarray |
(15,) | |
current/right_hand/wrist_pose |
ndarray |
(4,4) | |
current/head/pose_in_base |
ndarray |
(9,) | in the base frame |
current/left_hand/wrist_in_base |
ndarray |
(9,) | only wrist |
current/left_hand/gripper |
ndarray |
(1,) | gripper width |
current/right_hand/wrist_in_base |
ndarray |
(9,) | |
current/right_hand/gripper |
ndarray |
(1,) | |
current/head/move |
bool |
- | whether the component is moving in current subtask |
current/left_hand/move |
bool |
- | |
current/right_hand/move |
bool |
- | |
history/complete |
ndarray |
(100,) | future chunk 100 |
history/head/move |
ndarray |
(100,) | |
future/head/pose_in_base |
ndarray |
(100, 9) | |
future/left_hand/move |
ndarray |
(100,) | |
future/left_hand/wrist_in_base |
ndarray |
(100, 9) | |
future/left_hand/gripper |
ndarray |
(100,1) | |
future/right_hand/move |
ndarray |
(100,) | |
future/right_hand/wrist_in_base |
ndarray |
(100, 9) | |
future/right_hand/gripper |
ndarray |
(100,1) | |
history/complete |
list |
- | history chunk 15 |
history/head/move |
list |
- | |
history/head/pose_in_base |
list |
- | |
history/left_hand/move |
list |
- | |
history/left_hand/wrist_in_base |
list |
- | |
history/left_hand/gripper |
list |
- | |
history/right_hand/move |
list |
- | |
history/right_hand/wrist_in_base |
list |
- | |
history/right_hand/gripper |
list |
- |
| Key | Type | Shape | Details |
|---|---|---|---|
source |
str |
- | |
take_name |
str |
- | sample_... |
frame_idx |
int |
- | |
vision/video_frame |
int |
- | |
vision/rgb_image |
bytes |
- | head RGB image of size (640, 480, 3) |
vision/current_image |
Image (hf.feature) |
- | head RGB image of size (224, 224, 3) |
vision/history_image |
list(Image) (hf.feature) |
- | 5 history (5s, t-5 ~ t-1) head RGB image of size (224, 224, 3) |
vision/history_idx |
list |
- | [t-15 ~ t] |
annotation/task |
str |
- | task language |
annotation/language |
str |
- | subtask language |
annotation/start_frame |
int |
- | |
annotation/end_frame |
int |
- | |
annotation/delta_idx |
int |
- | |
current/complete |
bool |
- | whether the subtask is complete |
current/left_hand/gripper |
ndarray |
(1,) | 0 or 1 (? 0.065) |
current/right_hand/gripper |
ndarray |
(1,) | 0 or 1 (? 0.065) |
current/left_hand/gripper_width |
ndarray |
(1,) | 0~0.01 |
current/right_hand/gripper_width |
ndarray |
(1,) | 0~0.01 |
current/head/angles |
ndarray |
(2,) | pitch, yaw |
current/chassis/pose_in_init |
ndarray |
(7,) | xyz + wxyz |
current/head/pose_in_base |
ndarray |
(9,) | xyz + rot6d, base = init_head |
current/head/pose_in_step_base |
ndarray |
(9,) | xyz + rot6d, step_base = current init_head |
current/left_hand/wrist_in_base |
ndarray |
(9,) | |
current/right_hand/wrist_in_base |
ndarray |
(9,) | |
current/left_hand/wrist_in_step_base |
ndarray |
(9,) | |
current/right_hand/wrist_in_step_base |
ndarray |
(9,) | |
current/head/move |
bool |
- | whether the component is moving in current subtask |
current/left_hand/move |
bool |
- | |
current/right_hand/move |
bool |
- | |
future/complete |
ndarray |
(100,) | future actions and states |
future/head/move |
ndarray |
(100,) | |
future/head/pose_in_base |
ndarray |
(100, 9) | |
future/head/pose_in_step_base |
ndarray |
(100, 9) | |
future/left_hand/move |
ndarray |
(100,) | |
future/left_hand/wrist_in_base |
ndarray |
(100, 9) | |
future/left_hand/wrist_in_step_base |
ndarray |
(100, 9) | |
future/left_hand/gripper |
ndarray |
(100, 1) | |
future/right_hand/move |
ndarray |
(100,) | |
future/right_hand/wrist_in_base |
ndarray |
(100, 9) | |
future/right_hand/wrist_in_step_base |
ndarray |
(100, 9) | |
future/right_hand/gripper |
ndarray |
(100, 1) | |
history/complete |
list |
- | history actions and states |
history/head/move |
list |
- | |
history/head/pose_in_base |
list |
- | |
history/head/pose_in_step_base |
list |
- | |
history/left_hand/move |
list |
- | |
history/left_hand/wrist_in_base |
list |
- | |
history/left_hand/wrist_in_step_base |
list |
- | |
history/left_hand/gripper |
list |
- | |
history/right_hand/move |
list |
- | |
history/right_hand/wrist_in_base |
list |
- | |
history/right_hand/wrist_in_step_base |
list |
- | |
history/right_hand/gripper |
list |
- |