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
.944
11
.945
12
.944
13
.943
14
.938
15
.938
16
.938
17
.931
18
.929
19
.926
20
.925
21
.923
22
.922
23
.920
24
.916
25
.919
26
.912
27
.913
28
.913
29
.911
30
.909
31
.905
32
.905
33
.904
34
.905
35
.900
36
.900
37
.899
38
.898
39
.892
40
.888
41
.887
42
.886
43
.877
44
.876
45
.866
46
.862
47
.860
48
.858
49
.853
50
.851
51
.851
52
.842
53
.831
54
.829
55
.824
56
.822
57
.807
58
.807
59
.807
60
.803
61
.794
62
.783
63
.783
64
.782
65
.779
66
.764
67
.762
68
.762
69
.758
70
.752
71
.749
72
.738
73
.738
74
.736
75
.734
76
.728
77
.712
78
.701
79
.697
80
.692
81
.686
82
.685
83
.686
84
.683
85
.680
86
.679
87
.676
88
.676
89
.671
90
.671
91
.670
92
.662
93
.662
94
.662
95
.662
96
.658
97
.656
98
.655
99
.654
100
.652
101
.653
102
.652
103
.652
104
.651
105
.651
106
.650
107
.647
108
.640
109
.634
110
.634
111
.627
112
.626
113
.625
114
.626
115
.624
116
.620
117
.619
118
.617
119
.616
120
.613
121
.609
122
.609
123
.607
124
.607
125
.607
126
.606
127
.605
128
.605
129
.604
130
.604
131
.602
132
.601
133
.600
134
.598
135
.597
136
.597
137
.596
138
.596
139
.594
140
.593
141
.593
142
.593
143
.593
144
.593
145
.592
146
.592
147
.591
148
.592
149
.587
150
.584
151
.583
152
.583
153
.583
154
.583
155
.582
156
.581
157
.579
158
.579
159
.579
160
.577
161
.578
162
.578
163
.575
164
.575
165
.574
166
.574
167
.572
168
.571
169
.570
170
.569
171
.569
172
.569
173
.568
174
.566
175
.567
176
.566
177
.565
178
.565
179
.564
180
.564
181
.561
182
.561
183
.559
184
.559
185
.558
186
.558
187
.555
188
.552
189
.551
190
.550
191
.550
192
.549
193
.549
194
.548
195
.547
196
.547
197
.545
198
.546
199
.544
200
.543
201
.542
202
.541
203
.541
204
.540
205
.539
206
.534
207
.533
208
.534
209
.532
210
.533
211
.532
212
.531
213
.530
214
.531
215
.528
216
.525
217
.523
218
.523
219
.522
220
.522
221
.519
222
.520
223
.519
224
.518
225
.518
226
.517
227
.516
228
.517
229
.516
230
.516
231
.515
232
.515
233
.515
234
.513
235
.512
236
.512
237
.511
238
.511
239
.511
240
.510
241
.509
242
.508
243
.508
244
.508
245
.506
246
.507
247
.505
248
.505
249
.504
250
.503
251
.501
252
.501
253
.499
254
.497
255
.496
256
.494
257
.495
258
.494
259
.494
260
.493
261
.492
262
.492
263
.492
264
.490
265
.490
266
.490
267
.490
268
.489
269
.489
270
.489
271
.487
272
.487
273
.487
274
.487
275
.486
276
.483
277
.482
278
.481
279
.481
280
.481
281
.480
282
.479
283
.478
284
.478
285
.477
286
.476
287
.476
288
.472
289
.472
290
.471
291
.471
292
.469
293
.468
294
.466
295
.465
296
.462
297
.462
298
.461
299
.462
300
.460
301
.459
302
.460
303
.459
304
.459
305
.458
306
.458
307
.458
308
.455
309
.454
310
.453
311
.452
312
.452
313
.451
314
.452
315
.452
316
.451
317
.450
318
.451
319
.450
320
.449
321
.450
322
.448
323
.448
324
.448
325
.446
326
.445
327
.445
328
.443
329
.441
330
.441
331
.440
332
.438
333
.437
334
.437
335
.436
336
.436
337
.435
338
.434
339
.434
340
.434
341
.432
342
.431
343
.431
344
.429
345
.429
346
.428
347
.428
348
.427
349
.426
350
.425
351
.426
352
.425
353
.424
354
.423
355
.422
356
.421
357
.420
358
.420
359
.419
360
.419
361
.415
362
.414
363
.412
364
.410
365
.409
366
.408
367
.409
368
.408
369
.408
370
.407
371
.407
372
.405
373
.403
374
.403
375
.401
376
.399
377
.398
378
.398
379
.394
380
.393
381
.393
382
.393
383
.393
384
.393
385
.392
386
.391
387
.391
388
.391
389
.383
390
.382
391
.382
392
.381
393
.378
394
.376
395
.372
396
.371
397
.369
398
.367
399
.363
400
.362
401
.359
402
.356
403
.354
404
.352
405
.343
406
.342
407
.334
408
.331
409
.329
410
.321
411
.319
412
.316
413
.316
414
.313
415
.304
416
.300
417
.296
418
.296
419
.296
420
.293
421
.290
422
.242
423
.235
424
.000
425
.000
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458

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