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
.905
30
.905
31
.904
32
.905
33
.900
34
.900
35
.899
36
.898
37
.892
38
.887
39
.886
40
.877
41
.876
42
.866
43
.862
44
.860
45
.858
46
.853
47
.851
48
.851
49
.842
50
.831
51
.829
52
.824
53
.822
54
.807
55
.803
56
.794
57
.783
58
.783
59
.782
60
.779
61
.764
62
.762
63
.762
64
.758
65
.756
66
.752
67
.749
68
.738
69
.738
70
.736
71
.734
72
.728
73
.712
74
.701
75
.697
76
.692
77
.686
78
.685
79
.686
80
.683
81
.680
82
.679
83
.676
84
.676
85
.671
86
.670
87
.662
88
.662
89
.662
90
.658
91
.656
92
.655
93
.654
94
.652
95
.653
96
.652
97
.652
98
.651
99
.651
100
.650
101
.647
102
.640
103
.634
104
.634
105
.627
106
.626
107
.625
108
.626
109
.624
110
.620
111
.619
112
.617
113
.616
114
.613
115
.609
116
.609
117
.607
118
.607
119
.607
120
.606
121
.605
122
.605
123
.604
124
.604
125
.602
126
.601
127
.600
128
.598
129
.597
130
.596
131
.596
132
.594
133
.593
134
.593
135
.593
136
.593
137
.592
138
.592
139
.592
140
.587
141
.584
142
.583
143
.583
144
.583
145
.582
146
.581
147
.579
148
.577
149
.578
150
.578
151
.575
152
.575
153
.574
154
.574
155
.572
156
.571
157
.569
158
.569
159
.569
160
.568
161
.566
162
.567
163
.566
164
.565
165
.565
166
.564
167
.564
168
.561
169
.561
170
.559
171
.559
172
.558
173
.558
174
.555
175
.552
176
.551
177
.550
178
.550
179
.549
180
.549
181
.548
182
.547
183
.547
184
.545
185
.546
186
.544
187
.543
188
.542
189
.541
190
.541
191
.539
192
.534
193
.533
194
.534
195
.532
196
.533
197
.532
198
.531
199
.530
200
.531
201
.528
202
.525
203
.523
204
.523
205
.522
206
.522
207
.519
208
.520
209
.519
210
.518
211
.518
212
.517
213
.516
214
.517
215
.516
216
.516
217
.515
218
.515
219
.515
220
.513
221
.512
222
.512
223
.511
224
.511
225
.511
226
.510
227
.509
228
.508
229
.508
230
.508
231
.506
232
.507
233
.505
234
.505
235
.504
236
.501
237
.501
238
.499
239
.497
240
.496
241
.494
242
.495
243
.494
244
.494
245
.493
246
.492
247
.492
248
.492
249
.490
250
.490
251
.490
252
.490
253
.489
254
.489
255
.487
256
.487
257
.487
258
.486
259
.483
260
.482
261
.481
262
.481
263
.481
264
.480
265
.479
266
.478
267
.478
268
.477
269
.476
270
.476
271
.472
272
.472
273
.471
274
.471
275
.469
276
.468
277
.466
278
.465
279
.462
280
.462
281
.461
282
.462
283
.460
284
.459
285
.460
286
.459
287
.459
288
.458
289
.458
290
.455
291
.453
292
.452
293
.452
294
.452
295
.452
296
.451
297
.450
298
.451
299
.450
300
.449
301
.450
302
.448
303
.448
304
.448
305
.446
306
.445
307
.445
308
.443
309
.441
310
.441
311
.440
312
.438
313
.437
314
.437
315
.436
316
.436
317
.435
318
.434
319
.434
320
.434
321
.432
322
.431
323
.431
324
.429
325
.428
326
.428
327
.427
328
.426
329
.425
330
.426
331
.425
332
.424
333
.423
334
.422
335
.421
336
.420
337
.419
338
.419
339
.415
340
.414
341
.412
342
.410
343
.409
344
.408
345
.409
346
.408
347
.408
348
.407
349
.407
350
.405
351
.403
352
.403
353
.399
354
.398
355
.398
356
.394
357
.393
358
.393
359
.393
360
.393
361
.393
362
.392
363
.391
364
.391
365
.391
366
.383
367
.382
368
.382
369
.381
370
.378
371
.376
372
.372
373
.371
374
.369
375
.367
376
.363
377
.362
378
.359
379
.356
380
.354
381
.352
382
.343
383
.342
384
.334
385
.331
386
.329
387
.321
388
.319
389
.316
390
.316
391
.313
392
.304
393
.300
394
.296
395
.296
396
.296
397
.293
398
.290
399
.242
400
.235
401
.000
402
.000
403
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
433

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