Sample stimuli

sample 0 sample 1 sample 2 sample 3 sample 4 sample 5 sample 6 sample 7 sample 8 sample 9

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
.969
6
.964
7
.948
8
.947
9
.945
10
.945
11
.944
12
.943
13
.938
14
.938
15
.938
16
.931
17
.929
18
.926
19
.923
20
.922
21
.920
22
.916
23
.919
24
.912
25
.913
26
.913
27
.911
28
.909
29
.907
30
.905
31
.905
32
.904
33
.905
34
.900
35
.900
36
.899
37
.898
38
.892
39
.887
40
.886
41
.883
42
.877
43
.876
44
.866
45
.862
46
.860
47
.858
48
.853
49
.851
50
.851
51
.842
52
.831
53
.829
54
.824
55
.822
56
.807
57
.803
58
.794
59
.788
60
.783
61
.783
62
.782
63
.779
64
.764
65
.762
66
.762
67
.758
68
.756
69
.752
70
.749
71
.738
72
.738
73
.736
74
.734
75
.728
76
.712
77
.701
78
.697
79
.692
80
.686
81
.685
82
.686
83
.683
84
.680
85
.679
86
.676
87
.676
88
.671
89
.670
90
.662
91
.662
92
.662
93
.658
94
.656
95
.655
96
.654
97
.652
98
.653
99
.652
100
.652
101
.651
102
.651
103
.650
104
.647
105
.645
106
.640
107
.634
108
.634
109
.627
110
.626
111
.624
112
.620
113
.619
114
.617
115
.616
116
.613
117
.609
118
.607
119
.607
120
.607
121
.606
122
.606
123
.605
124
.606
125
.604
126
.604
127
.602
128
.602
129
.601
130
.600
131
.598
132
.597
133
.596
134
.596
135
.594
136
.593
137
.593
138
.593
139
.593
140
.592
141
.592
142
.592
143
.587
144
.584
145
.584
146
.583
147
.583
148
.583
149
.582
150
.581
151
.579
152
.577
153
.578
154
.575
155
.575
156
.574
157
.574
158
.572
159
.571
160
.569
161
.569
162
.569
163
.568
164
.566
165
.567
166
.565
167
.565
168
.564
169
.564
170
.561
171
.561
172
.559
173
.559
174
.558
175
.558
176
.558
177
.555
178
.553
179
.552
180
.551
181
.550
182
.550
183
.549
184
.549
185
.548
186
.547
187
.547
188
.545
189
.546
190
.544
191
.543
192
.542
193
.541
194
.541
195
.539
196
.534
197
.533
198
.534
199
.532
200
.533
201
.532
202
.531
203
.530
204
.531
205
.530
206
.530
207
.528
208
.525
209
.523
210
.523
211
.522
212
.522
213
.519
214
.520
215
.519
216
.518
217
.518
218
.517
219
.516
220
.517
221
.516
222
.516
223
.515
224
.515
225
.515
226
.513
227
.512
228
.512
229
.511
230
.511
231
.510
232
.509
233
.508
234
.508
235
.508
236
.506
237
.507
238
.505
239
.505
240
.504
241
.501
242
.501
243
.499
244
.497
245
.496
246
.494
247
.495
248
.494
249
.494
250
.493
251
.492
252
.492
253
.492
254
.490
255
.490
256
.490
257
.490
258
.489
259
.489
260
.487
261
.487
262
.487
263
.486
264
.483
265
.482
266
.481
267
.481
268
.481
269
.480
270
.479
271
.478
272
.478
273
.477
274
.476
275
.476
276
.472
277
.472
278
.471
279
.471
280
.469
281
.468
282
.466
283
.465
284
.462
285
.462
286
.462
287
.460
288
.460
289
.459
290
.459
291
.458
292
.458
293
.453
294
.452
295
.452
296
.452
297
.452
298
.451
299
.450
300
.451
301
.450
302
.449
303
.450
304
.448
305
.448
306
.448
307
.446
308
.445
309
.445
310
.443
311
.441
312
.441
313
.440
314
.438
315
.437
316
.437
317
.436
318
.436
319
.435
320
.434
321
.434
322
.434
323
.432
324
.431
325
.431
326
.429
327
.428
328
.428
329
.427
330
.426
331
.425
332
.426
333
.425
334
.424
335
.423
336
.422
337
.421
338
.420
339
.419
340
.419
341
.415
342
.414
343
.412
344
.410
345
.409
346
.408
347
.409
348
.408
349
.407
350
.407
351
.405
352
.403
353
.403
354
.399
355
.398
356
.398
357
.394
358
.393
359
.393
360
.393
361
.393
362
.393
363
.392
364
.391
365
.391
366
.391
367
.383
368
.382
369
.382
370
.381
371
.378
372
.376
373
.372
374
.371
375
.369
376
.367
377
.363
378
.362
379
.359
380
.356
381
.354
382
.352
383
.343
384
.342
385
.334
386
.331
387
.329
388
.321
389
.319
390
.316
391
.316
392
.313
393
.304
394
.300
395
.296
396
.296
397
.296
398
.293
399
.290
400
.242
401
.235
402
.000
403
.000
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432

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