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
.780
84
.780
85
.780
86
.780
87
.778
88
.778
89
.778
90
.777
91
.776
92
.777
93
.776
94
.775
95
.775
96
.774
97
.775
98
.774
99
.773
100
.773
101
.772
102
.771
103
.771
104
.770
105
.769
106
.769
107
.769
108
.769
109
.768
110
.768
111
.767
112
.767
113
.765
114
.766
115
.764
116
.765
117
.764
118
.764
119
.764
120
.763
121
.762
122
.762
123
.761
124
.761
125
.761
126
.760
127
.758
128
.759
129
.758
130
.757
131
.757
132
.756
133
.755
134
.755
135
.753
136
.754
137
.752
138
.752
139
.750
140
.750
141
.750
142
.750
143
.749
144
.749
145
.748
146
.749
147
.748
148
.747
149
.747
150
.748
151
.747
152
.746
153
.745
154
.746
155
.746
156
.745
157
.745
158
.746
159
.743
160
.743
161
.745
162
.744
163
.743
164
.742
165
.741
166
.741
167
.740
168
.740
169
.740
170
.739
171
.737
172
.737
173
.737
174
.735
175
.736
176
.735
177
.734
178
.734
179
.734
180
.733
181
.733
182
.733
183
.732
184
.733
185
.732
186
.732
187
.731
188
.730
189
.730
190
.729
191
.729
192
.729
193
.728
194
.727
195
.723
196
.724
197
.724
198
.723
199
.723
200
.722
201
.723
202
.723
203
.724
204
.721
205
.722
206
.721
207
.723
208
.721
209
.721
210
.721
211
.720
212
.720
213
.721
214
.719
215
.720
216
.719
217
.718
218
.718
219
.716
220
.715
221
.716
222
.713
223
.714
224
.712
225
.712
226
.712
227
.712
228
.712
229
.711
230
.711
231
.710
232
.711
233
.708
234
.710
235
.709
236
.708
237
.708
238
.708
239
.708
240
.707
241
.706
242
.706
243
.706
244
.705
245
.705
246
.702
247
.703
248
.701
249
.700
250
.698
251
.696
252
.696
253
.696
254
.697
255
.696
256
.695
257
.696
258
.694
259
.694
260
.694
261
.693
262
.693
263
.692
264
.693
265
.693
266
.690
267
.690
268
.689
269
.689
270
.689
271
.690
272
.687
273
.688
274
.687
275
.687
276
.685
277
.685
278
.685
279
.684
280
.685
281
.684
282
.683
283
.682
284
.684
285
.682
286
.681
287
.681
288
.682
289
.681
290
.679
291
.678
292
.675
293
.676
294
.675
295
.675
296
.674
297
.674
298
.674
299
.671
300
.671
301
.670
302
.671
303
.669
304
.669
305
.669
306
.669
307
.669
308
.669
309
.669
310
.667
311
.666
312
.666
313
.665
314
.665
315
.665
316
.663
317
.662
318
.663
319
.662
320
.662
321
.662
322
.660
323
.659
324
.659
325
.659
326
.658
327
.659
328
.657
329
.657
330
.655
331
.650
332
.649
333
.646
334
.643
335
.642
336
.641
337
.641
338
.640
339
.640
340
.640
341
.639
342
.638
343
.639
344
.636
345
.636
346
.634
347
.630
348
.629
349
.628
350
.626
351
.623
352
.623
353
.621
354
.621
355
.619
356
.618
357
.618
358
.616
359
.615
360
.615
361
.613
362
.613
363
.613
364
.611
365
.602
366
.604
367
.602
368
.596
369
.595
370
.593
371
.594
372
.592
373
.583
374
.580
375
.579
376
.579
377
.575
378
.573
379
.571
380
.567
381
.567
382
.563
383
.559
384
.545
385
.541
386
.539
387
.525
388
.524
389
.523
390
.523
391
.517
392
.516
393
.516
394
.509
395
.508
396
.506
397
.506
398
.499
399
.491
400
.489
401
.488
402
.481
403
.478
404
.445
405
.435
406
.418
407
.418
408
.382
409
.114
410
.000
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438

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