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
.931
15
.929
16
.926
17
.923
18
.922
19
.920
20
.916
21
.919
22
.912
23
.913
24
.913
25
.911
26
.909
27
.907
28
.905
29
.905
30
.904
31
.905
32
.900
33
.900
34
.899
35
.898
36
.898
37
.898
38
.897
39
.896
40
.896
41
.897
42
.896
43
.896
44
.892
45
.887
46
.886
47
.883
48
.877
49
.876
50
.866
51
.862
52
.860
53
.858
54
.853
55
.851
56
.851
57
.842
58
.831
59
.829
60
.822
61
.807
62
.803
63
.788
64
.783
65
.783
66
.782
67
.779
68
.764
69
.762
70
.762
71
.758
72
.752
73
.749
74
.738
75
.738
76
.736
77
.734
78
.728
79
.712
80
.701
81
.697
82
.692
83
.686
84
.685
85
.686
86
.683
87
.680
88
.679
89
.676
90
.676
91
.671
92
.670
93
.662
94
.662
95
.662
96
.658
97
.656
98
.654
99
.652
100
.653
101
.652
102
.652
103
.651
104
.651
105
.650
106
.647
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
.604
123
.602
124
.600
125
.598
126
.597
127
.596
128
.596
129
.594
130
.593
131
.593
132
.593
133
.593
134
.592
135
.592
136
.592
137
.587
138
.584
139
.583
140
.583
141
.583
142
.582
143
.579
144
.577
145
.578
146
.575
147
.575
148
.574
149
.574
150
.572
151
.571
152
.569
153
.569
154
.569
155
.568
156
.565
157
.565
158
.564
159
.561
160
.561
161
.559
162
.558
163
.558
164
.552
165
.551
166
.550
167
.550
168
.549
169
.549
170
.548
171
.547
172
.547
173
.545
174
.546
175
.544
176
.543
177
.541
178
.541
179
.539
180
.534
181
.533
182
.532
183
.533
184
.532
185
.531
186
.530
187
.531
188
.528
189
.525
190
.523
191
.522
192
.519
193
.520
194
.519
195
.518
196
.518
197
.517
198
.516
199
.517
200
.516
201
.516
202
.515
203
.515
204
.515
205
.513
206
.512
207
.512
208
.511
209
.511
210
.510
211
.509
212
.508
213
.508
214
.508
215
.506
216
.507
217
.505
218
.505
219
.504
220
.501
221
.501
222
.499
223
.497
224
.496
225
.494
226
.495
227
.494
228
.494
229
.493
230
.492
231
.492
232
.490
233
.490
234
.490
235
.490
236
.489
237
.489
238
.487
239
.487
240
.487
241
.486
242
.483
243
.482
244
.481
245
.481
246
.481
247
.480
248
.479
249
.478
250
.478
251
.477
252
.476
253
.476
254
.472
255
.472
256
.471
257
.471
258
.469
259
.468
260
.466
261
.465
262
.462
263
.462
264
.462
265
.460
266
.460
267
.459
268
.459
269
.458
270
.458
271
.453
272
.452
273
.452
274
.452
275
.452
276
.451
277
.450
278
.451
279
.450
280
.449
281
.450
282
.448
283
.448
284
.446
285
.445
286
.445
287
.443
288
.441
289
.440
290
.438
291
.437
292
.437
293
.436
294
.436
295
.435
296
.434
297
.434
298
.432
299
.431
300
.431
301
.429
302
.428
303
.428
304
.427
305
.426
306
.425
307
.426
308
.425
309
.424
310
.423
311
.422
312
.421
313
.419
314
.419
315
.415
316
.414
317
.412
318
.410
319
.409
320
.409
321
.408
322
.407
323
.407
324
.405
325
.403
326
.403
327
.399
328
.398
329
.398
330
.394
331
.393
332
.393
333
.393
334
.393
335
.391
336
.391
337
.391
338
.383
339
.382
340
.382
341
.381
342
.378
343
.376
344
.375
345
.372
346
.371
347
.369
348
.367
349
.363
350
.362
351
.359
352
.356
353
.354
354
.352
355
.343
356
.342
357
.334
358
.331
359
.321
360
.319
361
.316
362
.316
363
.313
364
.304
365
.300
366
.296
367
.296
368
.293
369
.290
370
.242
371
.235
372
.000
373
.000
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400

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