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-texture_modulation_index")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.991
2
.974
3
.966
4
.961
5
.953
6
.952
7
.949
8
.949
9
.947
10
.948
11
.944
12
.939
13
.933
14
.933
15
.929
16
.927
17
.922
18
.914
19
.915
20
.912
21
.911
22
.911
23
.911
24
.900
25
.898
26
.893
27
.891
28
.893
29
.885
30
.885
31
.878
32
.872
33
.872
34
.871
35
.871
36
.864
37
.860
38
.856
39
.856
40
.855
41
.854
42
.853
43
.851
44
.848
45
.839
46
.837
47
.829
48
.826
49
.823
50
.819
51
.816
52
.814
53
.809
54
.807
55
.805
56
.804
57
.804
58
.804
59
.802
60
.802
61
.801
62
.799
63
.796
64
.795
65
.794
66
.794
67
.792
68
.792
69
.792
70
.790
71
.788
72
.788
73
.787
74
.788
75
.787
76
.787
77
.786
78
.786
79
.782
80
.783
81
.783
82
.782
83
.781
84
.780
85
.780
86
.780
87
.780
88
.778
89
.778
90
.778
91
.777
92
.776
93
.777
94
.776
95
.775
96
.775
97
.774
98
.775
99
.774
100
.773
101
.773
102
.772
103
.771
104
.771
105
.770
106
.769
107
.770
108
.769
109
.769
110
.769
111
.768
112
.768
113
.767
114
.767
115
.765
116
.766
117
.767
118
.764
119
.765
120
.764
121
.764
122
.764
123
.763
124
.762
125
.762
126
.761
127
.761
128
.761
129
.760
130
.758
131
.759
132
.758
133
.757
134
.757
135
.757
136
.756
137
.755
138
.755
139
.753
140
.754
141
.752
142
.752
143
.750
144
.750
145
.750
146
.750
147
.749
148
.749
149
.748
150
.749
151
.748
152
.747
153
.747
154
.748
155
.747
156
.746
157
.745
158
.746
159
.746
160
.745
161
.745
162
.746
163
.743
164
.743
165
.745
166
.744
167
.743
168
.742
169
.741
170
.741
171
.740
172
.740
173
.740
174
.740
175
.739
176
.737
177
.737
178
.737
179
.735
180
.736
181
.735
182
.734
183
.734
184
.734
185
.733
186
.733
187
.733
188
.732
189
.733
190
.732
191
.732
192
.731
193
.730
194
.730
195
.729
196
.729
197
.729
198
.728
199
.727
200
.723
201
.724
202
.724
203
.723
204
.723
205
.722
206
.723
207
.723
208
.724
209
.721
210
.722
211
.721
212
.723
213
.721
214
.721
215
.721
216
.720
217
.720
218
.721
219
.719
220
.720
221
.719
222
.718
223
.718
224
.716
225
.715
226
.716
227
.713
228
.714
229
.712
230
.712
231
.712
232
.712
233
.712
234
.711
235
.711
236
.710
237
.711
238
.708
239
.710
240
.709
241
.708
242
.708
243
.708
244
.708
245
.707
246
.706
247
.706
248
.706
249
.705
250
.705
251
.702
252
.703
253
.701
254
.701
255
.700
256
.698
257
.697
258
.696
259
.696
260
.696
261
.697
262
.696
263
.695
264
.696
265
.694
266
.694
267
.694
268
.693
269
.693
270
.692
271
.693
272
.693
273
.691
274
.690
275
.690
276
.689
277
.689
278
.689
279
.690
280
.687
281
.688
282
.687
283
.687
284
.686
285
.685
286
.685
287
.685
288
.684
289
.685
290
.684
291
.683
292
.682
293
.684
294
.682
295
.681
296
.681
297
.682
298
.680
299
.681
300
.679
301
.679
302
.679
303
.678
304
.675
305
.676
306
.675
307
.675
308
.674
309
.674
310
.674
311
.671
312
.671
313
.670
314
.671
315
.671
316
.669
317
.669
318
.669
319
.669
320
.669
321
.669
322
.669
323
.667
324
.666
325
.666
326
.665
327
.665
328
.665
329
.663
330
.662
331
.663
332
.662
333
.662
334
.662
335
.660
336
.659
337
.659
338
.659
339
.658
340
.659
341
.657
342
.657
343
.655
344
.650
345
.649
346
.646
347
.643
348
.642
349
.641
350
.641
351
.640
352
.640
353
.640
354
.639
355
.638
356
.639
357
.636
358
.636
359
.634
360
.630
361
.629
362
.628
363
.626
364
.623
365
.623
366
.621
367
.621
368
.619
369
.618
370
.618
371
.616
372
.615
373
.615
374
.613
375
.613
376
.613
377
.611
378
.608
379
.602
380
.604
381
.602
382
.596
383
.595
384
.593
385
.594
386
.592
387
.583
388
.580
389
.579
390
.579
391
.575
392
.573
393
.571
394
.567
395
.567
396
.563
397
.559
398
.545
399
.541
400
.539
401
.525
402
.524
403
.523
404
.523
405
.517
406
.516
407
.516
408
.509
409
.508
410
.507
411
.506
412
.506
413
.499
414
.491
415
.489
416
.488
417
.481
418
.478
419
.445
420
.435
421
.418
422
.418
423
.382
424
.114
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

0.95.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_modulation_index