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
.582
155
.581
156
.579
157
.579
158
.577
159
.578
160
.578
161
.575
162
.575
163
.574
164
.574
165
.572
166
.571
167
.570
168
.569
169
.569
170
.569
171
.568
172
.566
173
.567
174
.566
175
.565
176
.565
177
.564
178
.564
179
.561
180
.561
181
.559
182
.559
183
.558
184
.558
185
.555
186
.552
187
.551
188
.550
189
.550
190
.549
191
.549
192
.548
193
.547
194
.547
195
.545
196
.546
197
.544
198
.543
199
.542
200
.541
201
.541
202
.540
203
.539
204
.534
205
.533
206
.534
207
.532
208
.533
209
.532
210
.531
211
.530
212
.531
213
.528
214
.525
215
.523
216
.523
217
.522
218
.522
219
.519
220
.520
221
.519
222
.518
223
.518
224
.517
225
.516
226
.517
227
.516
228
.516
229
.515
230
.515
231
.515
232
.513
233
.512
234
.512
235
.511
236
.511
237
.511
238
.510
239
.509
240
.508
241
.508
242
.508
243
.506
244
.507
245
.505
246
.505
247
.504
248
.501
249
.501
250
.499
251
.497
252
.496
253
.494
254
.495
255
.494
256
.494
257
.493
258
.492
259
.492
260
.492
261
.490
262
.490
263
.490
264
.490
265
.489
266
.489
267
.487
268
.487
269
.487
270
.487
271
.486
272
.483
273
.482
274
.481
275
.481
276
.481
277
.480
278
.479
279
.478
280
.478
281
.477
282
.476
283
.476
284
.472
285
.472
286
.471
287
.471
288
.469
289
.468
290
.466
291
.465
292
.462
293
.462
294
.461
295
.462
296
.460
297
.459
298
.460
299
.459
300
.459
301
.458
302
.458
303
.455
304
.454
305
.453
306
.452
307
.452
308
.452
309
.452
310
.451
311
.450
312
.451
313
.450
314
.449
315
.450
316
.448
317
.448
318
.448
319
.446
320
.445
321
.445
322
.443
323
.441
324
.441
325
.440
326
.438
327
.437
328
.437
329
.436
330
.436
331
.435
332
.434
333
.434
334
.434
335
.432
336
.431
337
.431
338
.429
339
.429
340
.428
341
.428
342
.427
343
.426
344
.425
345
.426
346
.425
347
.424
348
.423
349
.422
350
.421
351
.420
352
.420
353
.419
354
.419
355
.415
356
.414
357
.412
358
.410
359
.409
360
.408
361
.409
362
.408
363
.408
364
.407
365
.407
366
.405
367
.403
368
.403
369
.401
370
.399
371
.398
372
.398
373
.394
374
.393
375
.393
376
.393
377
.393
378
.393
379
.392
380
.391
381
.391
382
.391
383
.383
384
.382
385
.382
386
.381
387
.378
388
.376
389
.372
390
.371
391
.369
392
.367
393
.363
394
.362
395
.359
396
.356
397
.354
398
.352
399
.343
400
.342
401
.334
402
.331
403
.329
404
.321
405
.319
406
.316
407
.316
408
.313
409
.304
410
.300
411
.296
412
.296
413
.296
414
.293
415
.290
416
.242
417
.235
418
.000
419
.000
420
421
422
423
424
425
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

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