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

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