Optic-flow-CNNs-15x15
Collection
Optic flow datasets created and accuracy optimized CNNs and MLPs trained for our paper Layton & Steinmetz (2024). Frontiers in Neuroscience.
•
12 items
•
Updated
scene_backplane_depth
float64 1
8
| obs_speed
float64 0.5
2
| obs_rot_r
float64 0
0
| obs_heading_x
float64 -45
45
| obs_heading_y
float64 -44.99
45
| obs_trans_x
float64 -0.71
0.71
| obs_trans_y
float64 -0.71
0.71
| obs_trans_z
float64 0.5
1
| obs_rot_x
float64 0
0
| obs_rot_y
float64 -0
-0
| obs_rot_z
float64 -0
-0
|
|---|---|---|---|---|---|---|---|---|---|---|
1
| 1.080273
| 0
| -9.143469
| -18.468985
| -0.150723
| -0.316791
| 0.936443
| 0
| -0
| -0
|
2
| 1.855593
| 0
| -33.415352
| 20.461671
| -0.515958
| 0.349581
| 0.782036
| -0
| -0
| 0
|
4
| 1.781813
| 0
| 7.124921
| 14.454755
| 0.120107
| 0.249615
| 0.960868
| -0
| 0
| -0
|
8
| 0.849488
| 0
| 24.383062
| -17.632781
| 0.393439
| -0.302915
| 0.868014
| 0
| -0
| -0
|
1
| 1.477349
| 0
| 1.343025
| 30.584304
| 0.020177
| 0.508806
| 0.860645
| 0
| -0
| 0
|
2
| 0.763902
| 0
| -39.352555
| -7.961897
| -0.627978
| -0.138515
| 0.765805
| 0
| -0
| 0
|
4
| 1.408188
| 0
| 24.149635
| -22.943084
| 0.376757
| -0.389817
| 0.840296
| -0
| 0
| -0
|
8
| 1.477148
| 0
| 39.211183
| 41.310567
| 0.474858
| 0.66014
| 0.582001
| 0
| 0
| 0
|
1
| 0.710325
| 0
| -9.842063
| -13.241797
| -0.166388
| -0.229061
| 0.959086
| -0
| 0
| -0
|
2
| 1.928252
| 0
| -26.060983
| 43.838878
| -0.316883
| 0.692633
| 0.647955
| 0
| 0
| -0
|
4
| 1.665061
| 0
| -40.148163
| -37.425383
| -0.512038
| -0.607728
| 0.607029
| 0
| -0
| 0
|
8
| 1.139543
| 0
| -0.164126
| -31.943294
| -0.002431
| -0.52908
| 0.848569
| -0
| 0
| -0
|
1
| 1.959545
| 0
| -2.473672
| 26.495385
| -0.038627
| 0.446126
| 0.894136
| -0
| -0
| -0
|
2
| 1.710487
| 0
| -11.760413
| 16.814757
| -0.195105
| 0.289278
| 0.937151
| -0
| 0
| -0
|
4
| 1.285014
| 0
| -16.610127
| 20.31139
| -0.268083
| 0.347122
| 0.898687
| -0
| 0
| 0
|
8
| 1.066523
| 0
| 41.97908
| 42.118701
| 0.496131
| 0.670669
| 0.551414
| -0
| -0
| 0
|
1
| 0.780527
| 0
| -40.114445
| 13.840328
| -0.625609
| 0.239217
| 0.742555
| 0
| -0
| 0
|
2
| 1.970863
| 0
| 0.048717
| 29.030814
| 0.000743
| 0.48528
| 0.874359
| -0
| -0
| 0
|
4
| 1.287476
| 0
| -8.490798
| -6.052196
| -0.146828
| -0.105434
| 0.983527
| -0
| 0
| 0
|
8
| 1.623673
| 0
| -19.429968
| 38.028765
| -0.262032
| 0.616057
| 0.742841
| 0
| -0
| 0
|
1
| 0.603802
| 0
| -35.135322
| 14.871781
| -0.556231
| 0.256657
| 0.790401
| -0
| -0
| -0
|
2
| 1.774045
| 0
| 38.83542
| 33.96486
| 0.520092
| 0.558684
| 0.646046
| 0
| -0
| -0
|
4
| 0.844398
| 0
| -10.187829
| -34.895529
| -0.145073
| -0.572082
| 0.807265
| 0
| 0
| 0
|
8
| 1.75369
| 0
| -29.515409
| -19.255167
| -0.465098
| -0.329776
| 0.821542
| 0
| -0
| 0
|
1
| 0.881078
| 0
| 38.530843
| -15.852288
| 0.599245
| -0.273158
| 0.752522
| -0
| 0
| 0
|
2
| 1.359513
| 0
| 22.089349
| -21.102052
| 0.350834
| -0.36003
| 0.864461
| -0
| 0
| -0
|
4
| 0.715412
| 0
| -13.807072
| -16.761604
| -0.228514
| -0.28839
| 0.929845
| -0
| -0
| -0
|
8
| 1.656516
| 0
| -9.096212
| 40.915178
| -0.119468
| 0.654941
| 0.746177
| 0
| 0
| 0
|
1
| 0.825478
| 0
| -29.416983
| 20.577349
| -0.459825
| 0.351472
| 0.815493
| -0
| -0
| 0
|
2
| 0.99283
| 0
| -1.56178
| 4.528317
| -0.02717
| 0.078952
| 0.996508
| -0
| 0
| -0
|
4
| 1.05109
| 0
| 2.034614
| 24.454656
| 0.032318
| 0.413973
| 0.909715
| -0
| -0
| -0
|
8
| 1.780325
| 0
| -27.602534
| 14.733258
| -0.448101
| 0.254319
| 0.857046
| -0
| -0
| -0
|
1
| 1.11249
| 0
| -21.70844
| -16.165699
| -0.355259
| -0.278416
| 0.892343
| 0
| 0
| 0
|
2
| 0.54178
| 0
| -37.087681
| 36.776945
| -0.483016
| 0.598701
| 0.638947
| -0
| 0
| 0
|
4
| 0.668979
| 0
| -14.360119
| 22.550389
| -0.229053
| 0.383496
| 0.894687
| 0
| 0
| 0
|
8
| 1.719605
| 0
| -7.316165
| 42.782317
| -0.093463
| 0.679215
| 0.727964
| -0
| -0
| 0
|
1
| 0.942114
| 0
| 23.035202
| -38.938879
| 0.304357
| -0.628491
| 0.715797
| -0
| 0
| -0
|
2
| 1.658341
| 0
| -43.869489
| -25.622721
| -0.624867
| -0.432443
| 0.650026
| -0
| 0
| -0
|
4
| 1.102678
| 0
| -41.485533
| 35.31381
| -0.540542
| 0.578054
| 0.611283
| -0
| 0
| 0
|
8
| 0.763964
| 0
| 0.082196
| -26.904047
| 0.001279
| -0.452498
| 0.891765
| 0
| 0
| -0
|
1
| 1.337986
| 0
| 39.675229
| -43.179443
| 0.465556
| -0.684286
| 0.561258
| 0
| 0
| 0
|
2
| 0.80891
| 0
| 30.030296
| -24.832618
| 0.454185
| -0.419969
| 0.785711
| 0
| -0
| 0
|
4
| 1.476041
| 0
| 3.642545
| -21.149032
| 0.059252
| -0.360795
| 0.930761
| -0
| 0
| 0
|
8
| 0.773289
| 0
| 9.651409
| 5.323418
| 0.16693
| 0.092778
| 0.981594
| -0
| -0
| -0
|
1
| 1.825867
| 0
| 19.730107
| 11.527242
| 0.330781
| 0.199834
| 0.922307
| 0
| 0
| 0
|
2
| 1.607568
| 0
| -17.768012
| -39.379068
| -0.235881
| -0.634448
| 0.736095
| -0
| 0
| -0
|
4
| 1.523588
| 0
| 8.087301
| 44.23302
| 0.1008
| 0.697578
| 0.709383
| 0
| 0
| 0
|
8
| 0.93098
| 0
| -41.325845
| 31.37888
| -0.563761
| 0.520695
| 0.641132
| 0
| 0
| -0
|
1
| 1.131275
| 0
| 24.793472
| 5.103412
| 0.417686
| 0.088954
| 0.904226
| -0
| 0
| 0
|
2
| 1.133101
| 0
| -34.71585
| 11.09635
| -0.55886
| 0.192459
| 0.806619
| 0
| -0
| 0
|
4
| 0.810468
| 0
| 24.298511
| -19.884843
| 0.386957
| -0.340131
| 0.857074
| -0
| 0
| -0
|
8
| 1.604306
| 0
| -8.218769
| -8.063846
| -0.14154
| -0.140276
| 0.979943
| 0
| -0
| 0
|
1
| 1.666616
| 0
| 28.079323
| -22.306327
| 0.43547
| -0.379558
| 0.816273
| 0
| -0
| 0
|
2
| 0.653257
| 0
| 7.706896
| -4.188614
| 0.133747
| -0.07304
| 0.98832
| 0
| -0
| 0
|
4
| 0.597648
| 0
| -21.774187
| 6.748425
| -0.368379
| 0.11751
| 0.922219
| 0
| -0
| -0
|
8
| 0.78822
| 0
| -11.646319
| -10.286976
| -0.198625
| -0.178579
| 0.963669
| 0
| 0
| 0
|
1
| 0.928003
| 0
| 23.840778
| -40.647951
| 0.306674
| -0.651409
| 0.693986
| 0
| -0
| -0
|
2
| 1.680306
| 0
| -18.981109
| -21.429534
| -0.302771
| -0.365357
| 0.880252
| -0
| 0
| 0
|
4
| 1.179476
| 0
| -26.486855
| -21.046003
| -0.416241
| -0.359117
| 0.835331
| -0
| 0
| 0
|
8
| 1.52026
| 0
| -29.021649
| 18.681089
| -0.459581
| 0.3203
| 0.828368
| -0
| -0
| 0
|
1
| 1.532738
| 0
| 6.884639
| 3.603859
| 0.119634
| 0.062858
| 0.990826
| 0
| 0
| 0
|
2
| 1.471606
| 0
| -28.501235
| 1.482491
| -0.477018
| 0.025871
| 0.878513
| 0
| 0
| -0
|
4
| 1.283422
| 0
| -14.660498
| -30.207703
| -0.218723
| -0.503136
| 0.836071
| 0
| -0
| -0
|
8
| 0.62052
| 0
| -34.574491
| 35.433358
| -0.462375
| 0.579756
| 0.67089
| 0
| 0
| -0
|
1
| 0.639856
| 0
| 37.80416
| 16.327773
| 0.588243
| 0.281132
| 0.758245
| -0
| 0
| -0
|
2
| 1.474463
| 0
| 21.500922
| -15.954958
| 0.352397
| -0.274882
| 0.89457
| 0
| 0
| -0
|
4
| 0.852834
| 0
| -19.859684
| -4.920637
| -0.338466
| -0.085776
| 0.937061
| 0
| -0
| -0
|
8
| 0.716986
| 0
| -33.795043
| 30.842529
| -0.477562
| 0.51268
| 0.713508
| 0
| -0
| 0
|
1
| 0.699823
| 0
| 25.18703
| 41.716095
| 0.317671
| 0.66544
| 0.675481
| 0
| 0
| 0
|
2
| 0.83954
| 0
| -21.308536
| -23.156225
| -0.334114
| -0.39324
| 0.856581
| -0
| -0
| 0
|
4
| 0.901088
| 0
| -27.757584
| 32.09303
| -0.394562
| 0.531296
| 0.749697
| -0
| -0
| -0
|
8
| 0.684322
| 0
| 13.202628
| 20.242549
| 0.214289
| 0.345995
| 0.913437
| -0
| 0
| 0
|
1
| 0.977412
| 0
| 32.919235
| 31.11147
| 0.465288
| 0.516705
| 0.718696
| 0
| 0
| 0
|
2
| 1.914189
| 0
| -43.75398
| -44.246669
| -0.495396
| -0.697749
| 0.517426
| 0
| -0
| 0
|
4
| 0.963385
| 0
| 44.209647
| -41.35966
| 0.523366
| -0.660784
| 0.538008
| -0
| 0
| 0
|
8
| 1.336328
| 0
| 31.601533
| -2.638694
| 0.523453
| -0.046038
| 0.85081
| 0
| 0
| -0
|
1
| 0.714504
| 0
| -19.147714
| 27.011146
| -0.292225
| 0.454164
| 0.841629
| 0
| 0
| 0
|
2
| 1.184729
| 0
| -37.013812
| 10.194065
| -0.592504
| 0.176983
| 0.785885
| 0
| 0
| 0
|
4
| 1.855133
| 0
| 6.058153
| 34.066716
| 0.087426
| 0.560158
| 0.82376
| 0
| -0
| 0
|
8
| 0.533274
| 0
| -19.250061
| -39.780797
| -0.253367
| -0.639852
| 0.72553
| -0
| 0
| -0
|
1
| 1.539444
| 0
| 26.745355
| 40.338377
| 0.343026
| 0.6473
| 0.680688
| 0
| 0
| -0
|
2
| 0.934433
| 0
| -13.178159
| 37.821701
| -0.180086
| 0.613206
| 0.769121
| -0
| -0
| 0
|
4
| 1.293664
| 0
| -20.963269
| -21.912116
| -0.331923
| -0.373184
| 0.866349
| 0
| 0
| 0
|
8
| 0.859729
| 0
| 22.221608
| -10.659331
| 0.371664
| -0.184969
| 0.909754
| 0
| 0
| 0
|
1
| 1.885583
| 0
| -6.821855
| 6.663973
| -0.11798
| 0.116046
| 0.986212
| -0
| 0
| -0
|
2
| 1.486524
| 0
| -6.120018
| -12.485234
| -0.10409
| -0.216188
| 0.970787
| 0
| 0
| 0
|
4
| 1.587379
| 0
| 24.200886
| -18.194051
| 0.389442
| -0.312236
| 0.866512
| -0
| 0
| -0
|
8
| 0.836368
| 0
| 2.664125
| 29.050225
| 0.040633
| 0.485576
| 0.87325
| -0
| -0
| -0
|
1
| 1.180895
| 0
| 7.203293
| -36.473418
| 0.10083
| -0.59445
| 0.797786
| 0
| -0
| -0
|
2
| 1.92542
| 0
| 40.303476
| 26.404256
| 0.579357
| 0.444702
| 0.683071
| 0
| -0
| 0
|
4
| 1.456349
| 0
| -23.370019
| -20.439981
| -0.371693
| -0.349226
| 0.860166
| 0
| -0
| -0
|
8
| 1.775653
| 0
| -16.121244
| 13.862928
| -0.269583
| 0.2396
| 0.932693
| -0
| -0
| 0
|
1
| 1.993781
| 0
| -15.506232
| -28.246711
| -0.235507
| -0.473269
| 0.848854
| 0
| -0
| -0
|
2
| 1.382
| 0
| -0.208126
| -13.047549
| -0.003539
| -0.22576
| 0.974177
| 0
| 0
| 0
|
4
| 1.378561
| 0
| 7.541191
| -12.233761
| 0.128259
| -0.211901
| 0.968838
| -0
| 0
| 0
|
8
| 1.035504
| 0
| -19.637146
| 15.774947
| -0.323405
| 0.271859
| 0.906367
| -0
| 0
| 0
|
1
| 1.052092
| 0
| -30.66419
| 3.774245
| -0.508899
| 0.065825
| 0.858306
| 0
| 0
| 0
|
2
| 0.642061
| 0
| 18.645333
| -2.694467
| 0.319356
| -0.04701
| 0.946468
| -0
| 0
| -0
|
4
| 0.661336
| 0
| 21.163749
| 8.826123
| 0.356759
| 0.153436
| 0.92151
| -0
| 0
| -0
|
8
| 1.601212
| 0
| -26.57103
| 23.610758
| -0.409862
| 0.400521
| 0.81951
| 0
| -0
| -0
|
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