Dataset Viewer
Auto-converted to Parquet Duplicate
recording
string
frame
int64
time_s
float64
single_L
int64
single_score_L
float64
single_cx_L
float64
single_cy_L
float64
single_x0_L
float64
single_x1_L
float64
single_y0_L
float64
single_y1_L
float64
flip_L
int64
lite_L
int64
pass3_L
int64
consensus_L
int64
single_R
int64
single_score_R
float64
single_cx_R
float64
single_cy_R
float64
single_x0_R
float64
single_x1_R
float64
single_y0_R
float64
single_y1_R
float64
flip_R
int64
lite_R
int64
pass3_R
int64
consensus_R
int64
single_both
int64
pass3_both
int64
consensus_both
int64
n_hands_single
int64
n_hands_flip
int64
n_hands_lite
int64
passes_agree
int64
flicker
int64
blur_px_pred
float64
rotation_dps
float64
stereo_rig_left
0
0
1
0.8654
0.5021
0.7051
0.4654
0.5225
0.6832
0.7374
1
1
1
1
1
0.9937
0.614
0.6205
0.572
0.6451
0.5929
0.6852
1
1
1
1
1
1
1
2
2
2
1
0
0.236
4.63
stereo_rig_left
1
0.0333
1
0.8654
0.5025
0.7038
0.4656
0.522
0.6834
0.7369
1
0
1
1
1
0.9947
0.6143
0.6206
0.5718
0.645
0.5925
0.6854
1
1
1
1
1
1
1
2
2
2
0
0
0.168
2.74
stereo_rig_left
2
0.0667
1
0.8511
0.503
0.704
0.4664
0.5214
0.6843
0.7383
1
0
1
1
1
0.995
0.6141
0.6204
0.5721
0.6449
0.5922
0.6853
1
1
1
1
1
1
1
2
2
2
0
0
0.236
2.86
stereo_rig_left
3
0.1007
1
0.9231
0.5049
0.7052
0.4669
0.5251
0.6839
0.7381
1
0
1
1
1
0.9949
0.6144
0.6196
0.5728
0.6459
0.5908
0.6844
1
1
1
1
1
1
1
2
2
2
0
0
0.448
5.86
stereo_rig_left
4
0.1333
1
0.8694
0.5031
0.7032
0.4658
0.5271
0.6828
0.7372
1
1
1
1
1
0.9929
0.6151
0.619
0.574
0.6465
0.5902
0.684
1
1
1
1
1
1
1
2
2
2
1
0
0.433
4.49
stereo_rig_left
5
0.1668
1
0.8709
0.5047
0.7045
0.4665
0.5282
0.6815
0.738
1
1
1
1
1
0.9957
0.6155
0.6191
0.5735
0.6471
0.5901
0.6849
1
1
1
1
1
1
1
2
2
2
1
0
0.375
4.3
stereo_rig_left
6
0.2006
1
0.9096
0.506
0.706
0.468
0.5285
0.6812
0.7413
1
1
1
1
1
0.9958
0.6159
0.6196
0.5739
0.6473
0.591
0.6853
1
1
1
1
1
1
1
2
2
2
1
0
0.234
3.31
stereo_rig_left
7
0.2333
1
0.9346
0.5059
0.7061
0.4679
0.5272
0.6817
0.7426
1
1
1
1
1
0.9952
0.6161
0.6198
0.5745
0.6474
0.5911
0.6856
1
1
1
1
1
1
1
2
2
2
1
0
0.04
1.2
stereo_rig_left
8
0.2667
1
0.9128
0.5057
0.7065
0.4676
0.5279
0.6835
0.7427
1
1
1
1
1
0.9942
0.6159
0.6198
0.575
0.6475
0.5911
0.6856
1
1
1
1
1
1
1
2
2
2
1
0
0.114
1.81
stereo_rig_left
9
0.3
1
0.9279
0.507
0.7077
0.4691
0.5236
0.6837
0.7421
1
1
1
1
1
0.9927
0.616
0.6195
0.5752
0.6474
0.5908
0.6854
1
1
1
1
1
1
1
2
2
2
1
0
0.021
0.35
stereo_rig_left
10
0.3333
1
0.9329
0.5048
0.7062
0.4675
0.5221
0.6833
0.7416
1
1
1
1
1
0.9945
0.6159
0.6202
0.5757
0.6472
0.5917
0.6865
1
1
1
1
1
1
1
2
2
2
1
0
0.121
2.63
stereo_rig_left
11
0.3667
1
0.9157
0.5066
0.7079
0.4684
0.5235
0.6839
0.7409
1
1
1
1
1
0.994
0.6159
0.6203
0.5759
0.647
0.5915
0.6865
1
1
1
1
1
1
1
2
2
2
1
0
0.172
2.43
stereo_rig_left
12
0.4006
1
0.9311
0.5047
0.7056
0.4678
0.5224
0.6824
0.7398
1
1
1
1
1
0.9957
0.616
0.6195
0.5765
0.6472
0.5908
0.6855
1
1
1
1
1
1
1
2
2
2
1
0
0.174
2.77
stereo_rig_left
13
0.4338
1
0.9249
0.5061
0.7061
0.4679
0.5243
0.6828
0.7404
1
1
1
1
1
0.9926
0.6163
0.6198
0.5774
0.6469
0.5914
0.6858
1
1
1
1
1
1
1
2
2
2
1
0
0.207
2.81
stereo_rig_left
14
0.4667
1
0.9317
0.5057
0.7051
0.4672
0.5277
0.683
0.7409
1
0
1
1
1
0.9943
0.6166
0.6197
0.578
0.6468
0.591
0.6854
1
1
1
1
1
1
1
2
2
2
0
0
0.03
2.36
stereo_rig_left
15
0.5
1
0.9463
0.5062
0.7054
0.4682
0.5286
0.6814
0.7409
1
1
1
1
1
0.9948
0.6153
0.6187
0.5795
0.6458
0.5902
0.6851
1
1
1
1
1
1
1
2
2
2
1
0
0.084
1.54
stereo_rig_left
16
0.5333
1
0.9445
0.5062
0.7061
0.4676
0.5295
0.6828
0.7426
1
1
1
1
1
0.9943
0.6144
0.621
0.5809
0.6447
0.5907
0.6864
1
1
1
1
1
1
1
2
2
2
1
0
0.635
8.29
stereo_rig_left
17
0.5667
1
0.8996
0.5058
0.7071
0.4687
0.5299
0.6828
0.7392
1
1
1
1
1
0.9972
0.614
0.6235
0.5812
0.6449
0.5931
0.6885
1
1
1
1
1
1
1
2
2
2
1
0
0.514
6.55
stereo_rig_left
18
0.6
1
0.9414
0.5067
0.7078
0.4691
0.5293
0.6847
0.742
1
1
1
1
1
0.9961
0.6134
0.6247
0.5817
0.6441
0.5956
0.6898
1
1
1
1
1
1
1
2
2
2
1
0
0.198
2.6
stereo_rig_left
19
0.6333
1
0.9262
0.5064
0.7081
0.4686
0.5309
0.6853
0.7417
1
1
1
1
1
0.9967
0.6122
0.6255
0.5824
0.6437
0.5974
0.6908
1
1
1
1
1
1
1
2
2
2
1
0
0.039
0.91
stereo_rig_left
20
0.6667
1
0.9176
0.5076
0.7101
0.4695
0.5281
0.6877
0.7426
1
1
1
1
1
0.9972
0.6118
0.6256
0.5833
0.6433
0.5984
0.6909
1
1
1
1
1
1
1
2
2
2
1
0
0.092
2.58
stereo_rig_left
21
0.7
1
0.8615
0.5087
0.711
0.4702
0.5302
0.6883
0.7427
1
1
1
1
1
0.9967
0.6117
0.6264
0.5852
0.643
0.5987
0.6918
1
1
1
1
1
1
1
2
2
2
1
0
0.192
3.32
stereo_rig_left
22
0.7333
1
0.9034
0.5084
0.7114
0.4696
0.5306
0.6879
0.7431
1
1
1
1
1
0.9955
0.6112
0.6271
0.5857
0.6427
0.6002
0.6926
1
1
1
1
1
1
1
2
2
2
1
0
0.354
3.91
stereo_rig_left
23
0.7669
1
0.8984
0.5081
0.7142
0.469
0.5304
0.6886
0.7462
1
1
1
1
1
0.9941
0.6113
0.6278
0.5866
0.6428
0.6018
0.6934
1
1
1
1
1
1
1
2
2
2
1
0
0.524
6.15
stereo_rig_left
24
0.8
1
0.9074
0.5087
0.7124
0.4695
0.5298
0.6875
0.7448
1
0
1
1
1
0.9944
0.612
0.6278
0.5872
0.6436
0.6025
0.6933
1
1
1
1
1
1
1
2
2
2
0
0
0.541
5.62
stereo_rig_left
25
0.8336
1
0.914
0.5088
0.7104
0.4703
0.5304
0.6881
0.7444
1
1
1
1
1
0.9913
0.6125
0.6273
0.5888
0.6435
0.6024
0.6917
1
1
1
1
1
1
1
2
2
2
1
0
0.335
3.62
stereo_rig_left
26
0.8668
1
0.9073
0.5095
0.7104
0.4716
0.5279
0.6873
0.7445
1
1
1
1
1
0.9931
0.6123
0.6275
0.5881
0.6433
0.6017
0.6909
1
1
1
1
1
1
1
2
2
2
1
0
0.297
3.88
stereo_rig_left
27
0.9
1
0.908
0.5095
0.7127
0.4719
0.5285
0.6886
0.7455
1
1
1
1
1
0.9935
0.6116
0.6281
0.5892
0.642
0.6013
0.6918
1
1
1
1
1
1
1
2
2
2
1
0
0.306
4.34
stereo_rig_left
28
0.9333
1
0.9537
0.5101
0.7121
0.4718
0.5275
0.6898
0.7442
1
1
1
1
1
0.9962
0.6107
0.6285
0.588
0.6416
0.6018
0.6919
1
1
1
1
1
1
1
2
2
2
1
0
0.128
3.83
stereo_rig_left
29
0.9667
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9952
0.6109
0.6296
0.5887
0.6418
0.602
0.6923
1
1
1
1
0
1
1
1
2
2
0
1
0.345
4.2
stereo_rig_left
30
1
1
0.9325
0.5091
0.7124
0.4712
0.5257
0.6907
0.7451
0
1
1
1
1
0.9963
0.6118
0.6305
0.5901
0.6425
0.6022
0.6934
1
1
1
1
1
1
1
2
1
2
0
0
0.363
4.18
stereo_rig_left
31
1.0333
1
0.9444
0.5107
0.7125
0.4722
0.5267
0.6888
0.7446
0
1
1
1
1
0.9947
0.6125
0.6304
0.5906
0.6435
0.6017
0.6933
1
1
1
1
1
1
1
2
1
2
0
0
0.347
3.65
stereo_rig_left
32
1.0667
1
0.9136
0.5102
0.7128
0.4718
0.529
0.6899
0.7439
0
1
1
1
1
0.994
0.6136
0.6307
0.5912
0.644
0.6023
0.6928
1
1
1
1
1
1
1
2
1
2
0
0
0.178
2.17
stereo_rig_left
33
1.1003
0
null
null
null
null
null
null
null
0
1
1
1
1
0.994
0.6131
0.6305
0.591
0.6436
0.6015
0.6921
1
1
1
1
0
1
1
1
1
2
0
1
0.307
3.2
stereo_rig_left
34
1.1333
1
0.9139
0.5099
0.7127
0.4715
0.5321
0.6912
0.7446
0
1
1
1
1
0.9942
0.6125
0.6295
0.5908
0.6427
0.6015
0.6912
1
1
1
1
1
1
1
2
1
2
0
1
0.279
3.35
stereo_rig_left
35
1.1667
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9926
0.6123
0.6292
0.5908
0.6424
0.6001
0.6906
1
1
1
1
0
1
1
1
2
2
0
0
0.146
1.98
stereo_rig_left
36
1.2
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9912
0.6123
0.6287
0.5907
0.6422
0.5998
0.6901
1
1
1
1
0
1
1
1
2
2
0
0
0.071
1.79
stereo_rig_left
37
1.2334
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9917
0.6121
0.6285
0.5901
0.6419
0.5996
0.6898
1
1
1
1
0
1
1
1
2
2
0
0
0.307
3.98
stereo_rig_left
38
1.2667
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9928
0.6121
0.6297
0.5904
0.6415
0.6006
0.69
1
1
1
1
0
1
1
1
2
2
0
0
0.14
1.77
stereo_rig_left
39
1.3001
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9938
0.6118
0.63
0.5896
0.6414
0.6005
0.6907
1
1
1
1
0
1
1
1
1
2
0
0
0.121
1.58
stereo_rig_left
40
1.3333
1
0.9028
0.5118
0.7127
0.4746
0.5327
0.6874
0.7464
0
1
1
1
1
0.9954
0.611
0.6294
0.5893
0.6406
0.5998
0.6899
1
1
1
1
1
1
1
2
1
2
0
1
0.063
0.91
stereo_rig_left
41
1.3666
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9936
0.6103
0.6308
0.5903
0.6409
0.6
0.69
1
1
1
1
0
1
1
1
1
2
0
1
0.262
3.24
stereo_rig_left
42
1.4
1
0.8902
0.5119
0.7141
0.4741
0.5347
0.6896
0.7475
0
0
1
1
1
0.991
0.609
0.632
0.5904
0.6397
0.6024
0.6895
1
1
1
1
1
1
1
2
1
2
0
1
0.345
3.94
stereo_rig_left
43
1.4333
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9931
0.6083
0.6322
0.5898
0.6384
0.6037
0.6888
1
1
1
1
0
1
1
1
1
2
0
0
0.399
4.63
stereo_rig_left
44
1.4667
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9912
0.6086
0.6316
0.5905
0.6388
0.6031
0.6886
1
1
1
1
0
1
1
1
1
2
0
0
0.47
5.81
stereo_rig_left
45
1.5
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9723
0.6096
0.6329
0.5918
0.6401
0.6031
0.6882
1
1
1
1
0
1
1
1
1
2
0
0
0.387
4.9
stereo_rig_left
46
1.5339
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9825
0.6094
0.633
0.5909
0.6394
0.6038
0.6868
1
1
1
1
0
1
1
1
1
2
0
0
0.081
1.21
stereo_rig_left
47
1.5675
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9841
0.6094
0.6333
0.5914
0.6388
0.6035
0.6864
1
1
1
1
0
1
1
1
1
2
0
0
0.208
2.93
stereo_rig_left
48
1.6
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9769
0.6092
0.6333
0.5905
0.6381
0.6034
0.6866
1
1
1
1
0
1
1
1
1
2
0
0
0.237
3.15
stereo_rig_left
49
1.6336
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9725
0.6092
0.632
0.5902
0.6377
0.6027
0.685
1
1
1
1
0
1
1
1
1
2
0
0
0.199
2.48
stereo_rig_left
50
1.6666
1
0.9419
0.5126
0.7166
0.4761
0.5311
0.6923
0.7522
1
1
1
1
1
0.9444
0.6098
0.6322
0.5909
0.6383
0.6024
0.6844
1
1
1
1
1
1
1
2
2
2
1
0
0.42
4.6
stereo_rig_left
51
1.7
1
0.9478
0.5131
0.7144
0.477
0.5324
0.6917
0.7512
1
1
1
1
1
0.9791
0.6109
0.6324
0.5904
0.6384
0.6023
0.684
1
1
1
1
1
1
1
2
2
2
1
0
0.119
1.97
stereo_rig_left
52
1.7333
1
0.9539
0.5124
0.7149
0.4764
0.5323
0.6912
0.7511
1
1
1
1
1
0.9818
0.6108
0.6325
0.5904
0.6382
0.6031
0.6852
1
1
1
1
1
1
1
2
2
2
1
0
0.158
2.51
stereo_rig_left
53
1.7666
1
0.9577
0.5128
0.7138
0.4774
0.5322
0.69
0.7507
1
1
1
1
1
0.9844
0.6104
0.6329
0.5897
0.6372
0.6034
0.6847
1
1
1
1
1
1
1
2
2
2
1
0
0.082
1.07
stereo_rig_left
54
1.8
1
0.9526
0.5129
0.7144
0.4772
0.5328
0.6908
0.7511
1
1
1
1
1
0.984
0.6104
0.633
0.5892
0.6376
0.6033
0.6848
1
1
1
1
1
1
1
2
2
2
1
0
0.235
2.76
stereo_rig_left
55
1.8333
1
0.9488
0.5127
0.7145
0.4768
0.5323
0.6917
0.7509
1
1
1
1
1
0.9877
0.6107
0.6324
0.59
0.638
0.6033
0.6828
1
1
1
1
1
1
1
2
2
2
1
0
0.402
4.72
stereo_rig_left
56
1.8666
1
0.9359
0.5119
0.7139
0.4761
0.531
0.6919
0.751
0
1
1
1
1
0.9764
0.6112
0.6327
0.5905
0.6393
0.6035
0.6829
1
1
1
1
1
1
1
2
1
2
0
0
0.326
3.57
stereo_rig_left
57
1.9006
1
0.9126
0.5135
0.7135
0.4771
0.5333
0.6907
0.7501
1
1
1
1
1
0.9811
0.6119
0.6321
0.5913
0.6406
0.602
0.6833
0
1
1
1
1
1
1
2
1
2
0
0
0.281
3.74
stereo_rig_left
58
1.9333
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9777
0.6135
0.6304
0.5912
0.6409
0.6009
0.6802
1
1
1
1
0
1
1
1
1
2
0
0
0.065
0.97
stereo_rig_left
59
1.9676
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9875
0.6135
0.6296
0.5923
0.6416
0.6006
0.6801
1
1
1
1
0
1
1
1
2
2
0
0
0.252
2.74
stereo_rig_left
60
2
1
0.8815
0.512
0.713
0.4764
0.5379
0.6905
0.751
0
1
1
1
1
0.9676
0.6139
0.6294
0.5948
0.6428
0.5999
0.6808
1
1
1
1
1
1
1
2
1
2
0
0
0.202
2.72
stereo_rig_left
61
2.0333
1
0.9294
0.5116
0.7129
0.4759
0.5376
0.6899
0.7507
1
1
1
1
1
0.9559
0.614
0.6293
0.5956
0.6432
0.6
0.6812
1
1
1
1
1
1
1
2
2
2
1
0
0.11
1.38
stereo_rig_left
62
2.0666
1
0.9063
0.5127
0.7142
0.4762
0.538
0.69
0.7508
1
1
1
1
1
0.9882
0.6134
0.6298
0.5939
0.6411
0.6006
0.6813
1
1
1
1
1
1
1
2
2
2
1
0
0.142
1.86
stereo_rig_left
63
2.1
1
0.8787
0.5121
0.7122
0.4759
0.5367
0.6906
0.7509
0
1
1
1
1
0.9713
0.6129
0.6302
0.5938
0.6413
0.6014
0.6808
1
1
1
1
1
1
1
2
1
2
0
0
0.221
3.16
stereo_rig_left
64
2.1333
1
0.8968
0.5121
0.7129
0.4754
0.5361
0.69
0.7503
0
1
1
1
1
0.9609
0.6128
0.6295
0.5931
0.6399
0.6018
0.6796
1
1
1
1
1
1
1
2
1
2
0
0
0.111
1.45
stereo_rig_left
65
2.1666
1
0.8774
0.5116
0.7126
0.4752
0.5356
0.6894
0.7507
1
1
1
1
1
0.9618
0.6127
0.6294
0.5928
0.6394
0.6014
0.6794
1
1
1
1
1
1
1
2
2
2
1
0
0.165
1.93
stereo_rig_left
66
2.2
1
0.8965
0.5119
0.7124
0.4754
0.5354
0.6888
0.75
1
1
1
1
1
0.9777
0.6134
0.6306
0.5919
0.6391
0.601
0.6811
1
1
1
1
1
1
1
2
2
2
1
0
0.181
2.54
stereo_rig_left
67
2.2337
1
0.8961
0.5122
0.7142
0.476
0.5337
0.6892
0.7501
1
1
1
1
1
0.9886
0.6135
0.6313
0.5921
0.6377
0.6014
0.6815
1
1
1
1
1
1
1
2
2
2
1
0
0.288
4.24
stereo_rig_left
68
2.2666
1
0.8981
0.511
0.7124
0.4748
0.5337
0.6887
0.7481
1
1
1
1
1
0.9828
0.6131
0.6311
0.5917
0.639
0.6013
0.6814
1
1
1
1
1
1
1
2
2
2
1
0
0.441
4.94
stereo_rig_left
69
2.3
1
0.9348
0.512
0.7121
0.4754
0.5341
0.6873
0.7484
1
1
1
1
1
0.9761
0.6129
0.6314
0.5916
0.6391
0.6009
0.6813
1
1
1
1
1
1
1
2
2
2
1
0
0.184
2.1
stereo_rig_left
70
2.3333
1
0.9284
0.5113
0.7136
0.4745
0.5336
0.6888
0.7488
1
1
1
1
1
0.9851
0.6122
0.6314
0.5913
0.6379
0.6011
0.6832
1
1
1
1
1
1
1
2
2
2
1
0
0.177
2.38
stereo_rig_left
71
2.3667
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9789
0.6119
0.6319
0.591
0.6372
0.602
0.6829
1
1
1
1
0
1
1
1
1
2
0
0
0.234
2.97
stereo_rig_left
72
2.4
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9841
0.6122
0.6319
0.5905
0.6378
0.6015
0.6822
1
1
1
1
0
1
1
1
1
2
0
0
0.198
2.15
stereo_rig_left
73
2.4333
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9604
0.6131
0.6308
0.5907
0.6386
0.6003
0.6805
1
1
1
1
0
1
1
1
1
2
0
0
0.212
2.31
stereo_rig_left
74
2.4666
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9659
0.6137
0.6299
0.5915
0.6388
0.5992
0.6812
1
1
1
1
0
1
1
1
1
2
0
0
0.195
2.66
stereo_rig_left
75
2.5
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9565
0.6147
0.6289
0.5923
0.641
0.5991
0.6776
1
1
1
1
0
1
1
1
1
2
0
0
0.232
4.08
stereo_rig_left
76
2.5333
0
null
null
null
null
null
null
null
1
1
1
1
1
0.9738
0.6161
0.626
0.5936
0.6428
0.5966
0.6737
1
1
1
1
0
1
1
1
2
2
0
0
0.192
3.09
stereo_rig_left
77
2.5666
1
0.9189
0.5022
0.7112
0.469
0.5244
0.6869
0.753
1
1
1
1
0
null
null
null
null
null
null
null
1
1
1
1
0
1
1
1
2
2
0
0
0.1
1.46
stereo_rig_left
78
2.6
1
0.9521
0.5002
0.7139
0.4665
0.5215
0.6878
0.7562
0
0
1
1
1
0.989
0.6149
0.6252
0.5927
0.644
0.596
0.679
1
1
1
1
1
1
1
2
1
1
0
0
0.288
4.3
stereo_rig_left
79
2.6338
1
0.9386
0.4959
0.7145
0.4618
0.5163
0.6885
0.7571
1
0
1
1
1
0.9922
0.6108
0.6256
0.5882
0.6409
0.5924
0.6863
1
1
1
1
1
1
1
2
2
1
0
0
0.257
3.54
stereo_rig_left
80
2.6666
0
null
null
null
null
null
null
null
0
1
1
1
1
0.9944
0.6072
0.634
0.5835
0.6389
0.5972
0.6968
1
0
1
1
0
1
1
1
1
1
0
1
0.564
6.5
stereo_rig_left
81
2.7
1
0.9226
0.4871
0.7198
0.4538
0.508
0.6909
0.7643
1
0
1
1
1
0.9965
0.6036
0.6514
0.5779
0.6375
0.6216
0.712
1
1
1
1
1
1
1
2
2
1
0
0
0.476
4.91
stereo_rig_left
82
2.7333
1
0.9468
0.4835
0.7234
0.4507
0.504
0.6932
0.7694
1
1
1
1
0
null
null
null
null
null
null
null
1
0
1
1
0
1
1
2
2
1
0
0
0.686
7.27
stereo_rig_left
83
2.7666
1
0.9432
0.4799
0.7276
0.4473
0.5009
0.6974
0.7739
1
1
1
1
0
null
null
null
null
null
null
null
1
0
1
1
0
1
1
2
2
1
0
0
1.224
13.49
stereo_rig_left
84
2.8
1
0.9488
0.4775
0.7289
0.4471
0.498
0.701
0.7758
1
1
1
1
1
0.9645
0.5854
0.7228
0.5593
0.616
0.6994
0.7714
1
0
1
1
1
1
1
2
2
2
0
0
1.73
18.85
stereo_rig_left
85
2.8333
1
0.9442
0.4767
0.7331
0.4457
0.4971
0.7083
0.7799
1
0
1
1
1
0.9886
0.5812
0.7439
0.5561
0.6116
0.7247
0.788
1
1
1
1
1
1
1
2
2
1
0
0
1.903
21.18
stereo_rig_left
86
2.8674
1
0.9145
0.4764
0.7391
0.4442
0.4988
0.7105
0.7846
1
0
1
1
1
0.9741
0.5791
0.7653
0.5567
0.6063
0.7502
0.8033
1
1
1
1
1
1
1
2
2
2
0
0
2.253
22.97
stereo_rig_left
87
2.9003
1
0.9376
0.4738
0.7411
0.4437
0.4917
0.7185
0.7906
1
0
1
1
1
0.9702
0.5779
0.7807
0.5558
0.6053
0.7655
0.8185
1
0
1
1
1
1
1
2
2
0
0
0
2.133
23.04
stereo_rig_left
88
2.9333
1
0.9229
0.4749
0.7472
0.4425
0.4965
0.7216
0.7971
1
0
1
1
1
0.9463
0.5757
0.7963
0.5569
0.6044
0.78
0.8323
0
0
1
1
1
1
1
2
1
0
0
0
1.733
21.01
stereo_rig_left
89
2.9666
1
0.913
0.4724
0.7514
0.4427
0.4928
0.7282
0.8012
1
0
1
1
0
null
null
null
null
null
null
null
0
0
0
1
0
0
1
1
1
0
0
0
1.164
17.21
stereo_rig_left
90
3
1
0.9412
0.4731
0.7592
0.4419
0.492
0.7317
0.8067
1
1
1
1
0
null
null
null
null
null
null
null
0
0
0
1
0
0
1
1
1
1
1
0
0.993
15.08
stereo_rig_left
91
3.0333
1
0.9472
0.4717
0.759
0.4415
0.4928
0.735
0.8085
0
0
1
1
0
null
null
null
null
null
null
null
0
0
0
1
0
0
1
1
0
0
0
0
0.545
9.54
stereo_rig_left
92
3.0667
1
0.9198
0.4687
0.7651
0.4378
0.4879
0.7388
0.8145
1
0
1
1
0
null
null
null
null
null
null
null
0
0
0
1
0
0
1
1
1
0
0
0
0.391
10.83
stereo_rig_left
93
3.1
1
0.9326
0.4682
0.7666
0.436
0.4896
0.7415
0.8176
1
0
1
1
0
null
null
null
null
null
null
null
1
0
1
1
0
1
1
1
2
0
0
0
0.213
9.72
stereo_rig_left
94
3.1333
1
0.9435
0.467
0.7668
0.436
0.49
0.7421
0.8172
1
1
1
1
0
null
null
null
null
null
null
null
0
0
0
1
0
0
1
1
1
1
1
0
0.09
7.3
stereo_rig_left
95
3.1666
1
0.9193
0.4677
0.7692
0.4349
0.4881
0.7438
0.8179
1
0
1
1
0
null
null
null
null
null
null
null
0
1
1
1
0
1
1
1
1
1
0
0
0.473
8.19
stereo_rig_left
96
3.2
1
0.9539
0.468
0.7699
0.4354
0.4877
0.7437
0.8181
1
0
1
1
0
null
null
null
null
null
null
null
0
1
1
1
0
1
1
1
1
1
0
0
0.676
10.3
stereo_rig_left
97
3.2333
1
0.94
0.4672
0.7663
0.4334
0.4889
0.7423
0.8172
1
1
1
1
0
null
null
null
null
null
null
null
0
0
0
1
0
0
1
1
1
1
1
0
0.578
8.52
stereo_rig_left
98
3.2666
1
0.9396
0.4681
0.7679
0.4349
0.49
0.7408
0.8157
1
1
1
1
0
null
null
null
null
null
null
null
1
0
1
1
0
1
1
1
2
1
0
0
0.693
8.65
stereo_rig_left
99
3.3
1
0.9408
0.4696
0.7636
0.4368
0.4928
0.7393
0.8113
1
1
1
1
0
null
null
null
null
null
null
null
1
0
1
1
0
1
1
1
2
1
0
0
0.844
8.7
End of preview. Expand in Data Studio

Origin Data Lab · Technical Field Note #07

Evidence-led real-world data production · Egocentric / Physical AI

Field Note Status

GitHub Hugging Face Kaggle Technical Note

English technical note · 한국어 기술노트


Egocentric Hand Visibility — Detector Rate vs Reviewed Visibility

Status: AI-only preliminary. Hand detections come from MediaPipe Hands. Review labels come from an AI visual review (multimodal model), not from people. No human verification has been performed. No number here is a certified hand-visibility rate.

Dataset Summary

Per-frame hand-detection results for 7,557 frames from three egocentric recordings (a head-mounted wide-angle stereo rig and two body-worn phone captures of cooking tasks), produced by three MediaPipe Hands passes and a temporal consensus rule, plus AI visual-review labels for 120 random frames. It accompanies Origin Data Lab Technical Field Note #07 and shows how far a single detector pass is from the hand visibility seen in review.

Intended Uses

  • Evaluating hand-detector reliability as a quality metric for egocentric robot-learning data.
  • Reproducing the field note's numbers and testing other consensus rules on the same detections.
  • Designing verification sampling for hand-visibility requirements.

Not intended as a hand-pose benchmark or as certified visibility statistics.

Data Structure

  • data/hand_visibility_frames.csv — 7,557 rows × 37 columns (one per frame).
  • data/ai_review_labels.csv — 120 rows: review_id, recording, frame, review_L, review_R, reviewer.
  • data/recording_summary.csv, data/keystep_summary.csv — aggregates.
Column Description
recording Recording ID: stereo_rig_left, phone_knife_prep, phone_seasoning
frame 0-based frame index in the source video
time_s Frame time in seconds (stereo: exposure-centre time from device timestamps; phone: container PTS)
single_L / single_R 1 if the single pass detected the wearer's left / right hand
single_score_L / _R MediaPipe handedness score of the single-pass detection
single_cx_*, single_cy_* Normalised hand centre (mean of 21 landmarks), single pass
single_x0_* … single_y1_* Normalised landmark extent (min/max x, y), single pass
flip_L / flip_R Detection by the pass on the horizontally mirrored frame
lite_L / lite_R Detection by the lite-model pass
pass3_L / pass3_R 1 if any of the three passes detected the hand in this frame
consensus_L / consensus_R 1 if pass3 is 1 within ±2 frames
single_both, pass3_both, consensus_both Both hands present under each rule
n_hands_single, n_hands_flip, n_hands_lite Number of hands returned by each pass
passes_agree 1 if all three passes agree on which hands are present
flicker 1 if the single-pass hand count differs from both neighbouring frames, which agree with each other
blur_px_pred Gyro-predicted motion blur at the image centre in pixels (stereo rig only; see Field Note #06)
rotation_dps Camera rotation rate in degrees per second

Collection Process

Frames come from Origin Data Lab's own egocentric captures. Detection used MediaPipe Hands 0.10.14 (full model, mirrored input, lite model), static-image mode, input width 960 px, on CPU. Review labels were produced by an AI visual review blind to detector output.

Quality Control

Frame IDs are unique and contiguous; binary columns take only 0/1; single ≤ 3-pass ≤ consensus holds for every row; the consensus column is recomputed exactly by the included code; the analysis script reproduces all published numbers.

Results (AI-only preliminary)

Recording Frames Single pass 3-pass union Consensus (±2 frames) AI visual review (both visible)
stereo_rig_left 3,600 58.1% 82.7% 95.3% 40/40
phone_knife_prep 1,979 41.8% 66.6% 84.3% 38/40
phone_seasoning 1,978 74.1% 84.9% 89.9% 39/40

Limitations

  • No human verification yet; a 416-frame human sample is designed but not performed.
  • Review sample is 40 frames per recording; false-positive rates are not estimated.
  • The ±2-frame window was chosen on the reviewed sample.
  • Recordings differ in device, mounting and task.

Licensing

License: not yet applied. Proposed: CC BY 4.0 for the data files and documentation, MIT for the code. The license will be applied after data-rights, privacy and third-party restrictions are confirmed.

Personal and Sensitive Information

The files contain no images, video, audio, faces or personal identifiers — only detector outputs, coordinates, motion values and review states. Source videos are not distributed.

Citation

Origin Data Lab (2026). Are Both Hands in View? Measuring Hand Visibility in Egocentric Capture. Technical Field Note #07.

Visual evidence

These plots are supporting figures from the released evaluation. They do not constitute human-verified ground truth.

Both hands rate by method

Both hands rate by method

Detector recall

Detector recall

Single pass vs consensus examples

Single pass vs consensus examples

Both hands by keystep

Both hands by keystep

Detection vs motion

Detection vs motion

Hand position heatmap

Hand position heatmap


GitHub Hugging Face Kaggle Technical Note

Downloads last month
14