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
.897
41
.896
42
.897
43
.896
44
.896
45
.892
46
.887
47
.886
48
.883
49
.877
50
.876
51
.866
52
.862
53
.860
54
.858
55
.853
56
.851
57
.851
58
.842
59
.831
60
.829
61
.824
62
.822
63
.807
64
.803
65
.788
66
.783
67
.783
68
.782
69
.779
70
.764
71
.762
72
.762
73
.758
74
.752
75
.749
76
.738
77
.738
78
.736
79
.734
80
.728
81
.712
82
.701
83
.697
84
.692
85
.686
86
.685
87
.686
88
.683
89
.680
90
.679
91
.676
92
.676
93
.671
94
.670
95
.662
96
.662
97
.662
98
.658
99
.656
100
.654
101
.652
102
.653
103
.652
104
.652
105
.651
106
.651
107
.650
108
.647
109
.634
110
.634
111
.627
112
.626
113
.624
114
.620
115
.619
116
.617
117
.616
118
.613
119
.609
120
.607
121
.607
122
.607
123
.606
124
.604
125
.602
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
.579
146
.577
147
.578
148
.575
149
.575
150
.574
151
.574
152
.572
153
.571
154
.569
155
.569
156
.569
157
.568
158
.565
159
.565
160
.564
161
.561
162
.561
163
.559
164
.558
165
.558
166
.552
167
.551
168
.550
169
.550
170
.549
171
.549
172
.548
173
.547
174
.547
175
.545
176
.546
177
.544
178
.543
179
.541
180
.541
181
.539
182
.534
183
.533
184
.532
185
.533
186
.532
187
.531
188
.530
189
.531
190
.528
191
.525
192
.523
193
.522
194
.519
195
.520
196
.519
197
.518
198
.518
199
.517
200
.516
201
.517
202
.516
203
.516
204
.515
205
.515
206
.515
207
.513
208
.512
209
.512
210
.511
211
.511
212
.510
213
.509
214
.508
215
.508
216
.508
217
.506
218
.507
219
.505
220
.505
221
.504
222
.501
223
.501
224
.499
225
.497
226
.496
227
.494
228
.495
229
.494
230
.494
231
.493
232
.492
233
.492
234
.490
235
.490
236
.490
237
.490
238
.489
239
.489
240
.487
241
.487
242
.487
243
.486
244
.483
245
.482
246
.481
247
.481
248
.481
249
.480
250
.479
251
.478
252
.478
253
.477
254
.476
255
.476
256
.472
257
.472
258
.471
259
.471
260
.469
261
.468
262
.466
263
.465
264
.462
265
.462
266
.462
267
.460
268
.460
269
.459
270
.459
271
.458
272
.458
273
.453
274
.452
275
.452
276
.452
277
.452
278
.451
279
.450
280
.451
281
.450
282
.450
283
.449
284
.450
285
.448
286
.448
287
.446
288
.445
289
.445
290
.443
291
.441
292
.440
293
.438
294
.437
295
.437
296
.436
297
.436
298
.435
299
.434
300
.434
301
.432
302
.431
303
.431
304
.429
305
.428
306
.428
307
.427
308
.426
309
.425
310
.426
311
.425
312
.424
313
.423
314
.422
315
.421
316
.419
317
.419
318
.415
319
.414
320
.412
321
.410
322
.409
323
.409
324
.408
325
.407
326
.407
327
.406
328
.405
329
.403
330
.403
331
.399
332
.398
333
.398
334
.394
335
.393
336
.393
337
.393
338
.393
339
.391
340
.391
341
.391
342
.383
343
.382
344
.382
345
.381
346
.378
347
.376
348
.375
349
.372
350
.371
351
.369
352
.367
353
.363
354
.362
355
.359
356
.356
357
.354
358
.352
359
.343
360
.342
361
.334
362
.331
363
.321
364
.319
365
.316
366
.316
367
.313
368
.304
369
.300
370
.296
371
.296
372
.293
373
.290
374
.242
375
.235
376
.000
377
.000
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404

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