Sample stimuli
How to use
from brainscore_vision import load_benchmark
benchmark = load_benchmark("Marques2020_FreemanZiemba2013-abs_texture_modulation_index")
score = benchmark(my_model)
Model scores
Min Alignment
Max Alignment
|
Rank |
Model |
Score |
|---|---|---|
| 1 |
.996
|
|
| 2 |
.992
|
|
| 3 |
.988
|
|
| 4 |
.969
|
|
| 5 |
.964
|
|
| 6 |
.947
|
|
| 7 |
.945
|
|
| 8 |
.945
|
|
| 9 |
.944
|
|
| 10 |
.943
|
|
| 11 |
.938
|
|
| 12 |
.931
|
|
| 13 |
.929
|
|
| 14 |
.926
|
|
| 15 |
.923
|
|
| 16 |
.922
|
|
| 17 |
.916
|
|
| 18 |
.919
|
|
| 19 |
.912
|
|
| 20 |
.913
|
|
| 21 |
.911
|
|
| 22 |
.909
|
|
| 23 |
.907
|
|
| 24 |
.905
|
|
| 25 |
.905
|
|
| 26 |
.904
|
|
| 27 |
.905
|
|
| 28 |
.900
|
|
| 29 |
.900
|
|
| 30 |
.899
|
|
| 31 |
.898
|
|
| 32 |
.898
|
|
| 33 |
.897
|
|
| 34 |
.896
|
|
| 35 |
.896
|
|
| 36 |
.897
|
|
| 37 |
.896
|
|
| 38 |
.896
|
|
| 39 |
.892
|
|
| 40 |
.887
|
|
| 41 |
.886
|
|
| 42 |
.883
|
|
| 43 |
.876
|
|
| 44 |
.866
|
|
| 45 |
.862
|
|
| 46 |
.858
|
|
| 47 |
.853
|
|
| 48 |
.851
|
|
| 49 |
.851
|
|
| 50 |
.829
|
|
| 51 |
.822
|
|
| 52 |
.807
|
|
| 53 |
.803
|
|
| 54 |
.788
|
|
| 55 |
.783
|
|
| 56 |
.783
|
|
| 57 |
.782
|
|
| 58 |
.779
|
|
| 59 |
.764
|
|
| 60 |
.762
|
|
| 61 |
.762
|
|
| 62 |
.758
|
|
| 63 |
.752
|
|
| 64 |
.749
|
|
| 65 |
.738
|
|
| 66 |
.738
|
|
| 67 |
.736
|
|
| 68 |
.734
|
|
| 69 |
.728
|
|
| 70 |
.712
|
|
| 71 |
.697
|
|
| 72 |
.686
|
|
| 73 |
.685
|
|
| 74 |
.686
|
|
| 75 |
.683
|
|
| 76 |
.680
|
|
| 77 |
.679
|
|
| 78 |
.676
|
|
| 79 |
.676
|
|
| 80 |
.671
|
|
| 81 |
.670
|
|
| 82 |
.662
|
|
| 83 |
.662
|
|
| 84 |
.662
|
|
| 85 |
.658
|
|
| 86 |
.656
|
|
| 87 |
.654
|
|
| 88 |
.652
|
|
| 89 |
.653
|
|
| 90 |
.652
|
|
| 91 |
.652
|
|
| 92 |
.651
|
|
| 93 |
.651
|
|
| 94 |
.650
|
|
| 95 |
.647
|
|
| 96 |
.634
|
|
| 97 |
.634
|
|
| 98 |
.627
|
|
| 99 |
.626
|
|
| 100 |
.624
|
|
| 101 |
.620
|
|
| 102 |
.619
|
|
| 103 |
.617
|
|
| 104 |
.616
|
|
| 105 |
.613
|
|
| 106 |
.609
|
|
| 107 |
.607
|
|
| 108 |
.607
|
|
| 109 |
.607
|
|
| 110 |
.606
|
|
| 111 |
.604
|
|
| 112 |
.602
|
|
| 113 |
.600
|
|
| 114 |
.598
|
|
| 115 |
.597
|
|
| 116 |
.596
|
|
| 117 |
.596
|
|
| 118 |
.594
|
|
| 119 |
.593
|
|
| 120 |
.593
|
|
| 121 |
.593
|
|
| 122 |
.593
|
|
| 123 |
.592
|
|
| 124 |
.592
|
|
| 125 |
.592
|
|
| 126 |
.587
|
|
| 127 |
.584
|
|
| 128 |
.583
|
|
| 129 |
.583
|
|
| 130 |
.583
|
|
| 131 |
.582
|
|
| 132 |
.579
|
|
| 133 |
.577
|
|
| 134 |
.578
|
|
| 135 |
.575
|
|
| 136 |
.575
|
|
| 137 |
.574
|
|
| 138 |
.574
|
|
| 139 |
.572
|
|
| 140 |
.571
|
|
| 141 |
.569
|
|
| 142 |
.569
|
|
| 143 |
.569
|
|
| 144 |
.568
|
|
| 145 |
.565
|
|
| 146 |
.565
|
|
| 147 |
.564
|
|
| 148 |
.561
|
|
| 149 |
.561
|
|
| 150 |
.559
|
|
| 151 |
.558
|
|
| 152 |
.558
|
|
| 153 |
.552
|
|
| 154 |
.551
|
|
| 155 |
.550
|
|
| 156 |
.550
|
|
| 157 |
.549
|
|
| 158 |
.549
|
|
| 159 |
.548
|
|
| 160 |
.547
|
|
| 161 |
.547
|
|
| 162 |
.545
|
|
| 163 |
.546
|
|
| 164 |
.544
|
|
| 165 |
.543
|
|
| 166 |
.541
|
|
| 167 |
.541
|
|
| 168 |
.539
|
|
| 169 |
.534
|
|
| 170 |
.533
|
|
| 171 |
.532
|
|
| 172 |
.533
|
|
| 173 |
.532
|
|
| 174 |
.531
|
|
| 175 |
.530
|
|
| 176 |
.531
|
|
| 177 |
.528
|
|
| 178 |
.525
|
|
| 179 |
.523
|
|
| 180 |
.522
|
|
| 181 |
.519
|
|
| 182 |
.520
|
|
| 183 |
.519
|
|
| 184 |
.518
|
|
| 185 |
.518
|
|
| 186 |
.517
|
|
| 187 |
.516
|
|
| 188 |
.517
|
|
| 189 |
.516
|
|
| 190 |
.516
|
|
| 191 |
.515
|
|
| 192 |
.515
|
|
| 193 |
.515
|
|
| 194 |
.513
|
|
| 195 |
.512
|
|
| 196 |
.511
|
|
| 197 |
.511
|
|
| 198 |
.510
|
|
| 199 |
.509
|
|
| 200 |
.508
|
|
| 201 |
.508
|
|
| 202 |
.508
|
|
| 203 |
.506
|
|
| 204 |
.507
|
|
| 205 |
.505
|
|
| 206 |
.505
|
|
| 207 |
.504
|
|
| 208 |
.501
|
|
| 209 |
.501
|
|
| 210 |
.499
|
|
| 211 |
.497
|
|
| 212 |
.496
|
|
| 213 |
.494
|
|
| 214 |
.495
|
|
| 215 |
.494
|
|
| 216 |
.494
|
|
| 217 |
.493
|
|
| 218 |
.492
|
|
| 219 |
.492
|
|
| 220 |
.490
|
|
| 221 |
.490
|
|
| 222 |
.490
|
|
| 223 |
.490
|
|
| 224 |
.489
|
|
| 225 |
.489
|
|
| 226 |
.487
|
|
| 227 |
.487
|
|
| 228 |
.487
|
|
| 229 |
.486
|
|
| 230 |
.483
|
|
| 231 |
.482
|
|
| 232 |
.481
|
|
| 233 |
.481
|
|
| 234 |
.481
|
|
| 235 |
.480
|
|
| 236 |
.479
|
|
| 237 |
.478
|
|
| 238 |
.478
|
|
| 239 |
.477
|
|
| 240 |
.476
|
|
| 241 |
.476
|
|
| 242 |
.472
|
|
| 243 |
.472
|
|
| 244 |
.471
|
|
| 245 |
.471
|
|
| 246 |
.469
|
|
| 247 |
.468
|
|
| 248 |
.466
|
|
| 249 |
.465
|
|
| 250 |
.462
|
|
| 251 |
.462
|
|
| 252 |
.462
|
|
| 253 |
.460
|
|
| 254 |
.460
|
|
| 255 |
.459
|
|
| 256 |
.459
|
|
| 257 |
.458
|
|
| 258 |
.458
|
|
| 259 |
.453
|
|
| 260 |
.452
|
|
| 261 |
.452
|
|
| 262 |
.452
|
|
| 263 |
.452
|
|
| 264 |
.451
|
|
| 265 |
.450
|
|
| 266 |
.451
|
|
| 267 |
.450
|
|
| 268 |
.449
|
|
| 269 |
.450
|
|
| 270 |
.448
|
|
| 271 |
.448
|
|
| 272 |
.446
|
|
| 273 |
.445
|
|
| 274 |
.445
|
|
| 275 |
.443
|
|
| 276 |
.441
|
|
| 277 |
.440
|
|
| 278 |
.438
|
|
| 279 |
.437
|
|
| 280 |
.437
|
|
| 281 |
.436
|
|
| 282 |
.436
|
|
| 283 |
.435
|
|
| 284 |
.434
|
|
| 285 |
.434
|
|
| 286 |
.432
|
|
| 287 |
.431
|
|
| 288 |
.431
|
|
| 289 |
.429
|
|
| 290 |
.428
|
|
| 291 |
.428
|
|
| 292 |
.427
|
|
| 293 |
.426
|
|
| 294 |
.425
|
|
| 295 |
.426
|
|
| 296 |
.425
|
|
| 297 |
.424
|
|
| 298 |
.423
|
|
| 299 |
.422
|
|
| 300 |
.421
|
|
| 301 |
.419
|
|
| 302 |
.419
|
|
| 303 |
.415
|
|
| 304 |
.414
|
|
| 305 |
.412
|
|
| 306 |
.410
|
|
| 307 |
.409
|
|
| 308 |
.409
|
|
| 309 |
.408
|
|
| 310 |
.407
|
|
| 311 |
.407
|
|
| 312 |
.405
|
|
| 313 |
.403
|
|
| 314 |
.403
|
|
| 315 |
.399
|
|
| 316 |
.398
|
|
| 317 |
.398
|
|
| 318 |
.394
|
|
| 319 |
.393
|
|
| 320 |
.393
|
|
| 321 |
.393
|
|
| 322 |
.393
|
|
| 323 |
.391
|
|
| 324 |
.391
|
|
| 325 |
.391
|
|
| 326 |
.383
|
|
| 327 |
.382
|
|
| 328 |
.382
|
|
| 329 |
.381
|
|
| 330 |
.378
|
|
| 331 |
.376
|
|
| 332 |
.375
|
|
| 333 |
.372
|
|
| 334 |
.371
|
|
| 335 |
.369
|
|
| 336 |
.367
|
|
| 337 |
.362
|
|
| 338 |
.359
|
|
| 339 |
.356
|
|
| 340 |
.354
|
|
| 341 |
.352
|
|
| 342 |
.343
|
|
| 343 |
.342
|
|
| 344 |
.334
|
|
| 345 |
.331
|
|
| 346 |
.321
|
|
| 347 |
.319
|
|
| 348 |
.316
|
|
| 349 |
.316
|
|
| 350 |
.313
|
|
| 351 |
.304
|
|
| 352 |
.300
|
|
| 353 |
.296
|
|
| 354 |
.296
|
|
| 355 |
.293
|
|
| 356 |
.290
|
|
| 357 |
.242
|
|
| 358 |
.235
|
|
| 359 |
.000
|
|
| 360 |
.000
|
|
| 361 |
|
|
| 362 |
|
|
| 363 |
|
|
| 364 |
|
|
| 365 |
|
|
| 366 |
|
|
| 367 |
|
|
| 368 |
|
|
| 369 |
|
|
| 370 |
|
|
| 371 |
|
|
| 372 |
|
|
| 373 |
|
|
| 374 |
|
|
| 375 |
|
|
| 376 |
|
|
| 377 |
|
|
| 378 |
|
|
| 379 |
|
|
| 380 |
|
|
| 381 |
|
|
| 382 |
|
|
| 383 |
|
|
| 384 |
|
|
| 385 |
|
|
| 386 |
|
|
| 387 |
|
Benchmark bibtex
@article{Freeman2013,
author = {Freeman, Jeremy and Ziemba, Corey M. and Heeger, David J. and Simoncelli, E. P. and Movshon, J. A.},
doi = {10.1038/nn.3402},
issn = {10976256},
journal = {Nature Neuroscience},
number = {7},
pages = {974--981},
pmid = {23685719},
publisher = {Nature Publishing Group},
title = {{A functional and perceptual signature of the second visual area in primates}},
url = {http://dx.doi.org/10.1038/nn.3402},
volume = {16},
year = {2013}
}
Ceiling
0.96.Note that scores are relative to this ceiling.
Data: Marques2020_FreemanZiemba2013
Metric: abs_texture_modulation_index