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
.933
13
.933
14
.929
15
.927
16
.922
17
.914
18
.915
19
.912
20
.911
21
.911
22
.911
23
.900
24
.898
25
.893
26
.891
27
.893
28
.885
29
.885
30
.878
31
.872
32
.870
33
.871
34
.871
35
.864
36
.860
37
.856
38
.856
39
.855
40
.854
41
.853
42
.851
43
.848
44
.839
45
.837
46
.829
47
.826
48
.823
49
.819
50
.816
51
.814
52
.809
53
.807
54
.805
55
.804
56
.804
57
.804
58
.802
59
.802
60
.801
61
.799
62
.796
63
.795
64
.794
65
.794
66
.792
67
.792
68
.792
69
.790
70
.788
71
.788
72
.787
73
.788
74
.787
75
.787
76
.786
77
.786
78
.782
79
.783
80
.783
81
.782
82
.780
83
.780
84
.780
85
.780
86
.778
87
.778
88
.778
89
.777
90
.776
91
.777
92
.776
93
.775
94
.775
95
.774
96
.775
97
.774
98
.773
99
.773
100
.772
101
.771
102
.771
103
.770
104
.769
105
.769
106
.769
107
.769
108
.768
109
.768
110
.767
111
.767
112
.765
113
.766
114
.764
115
.765
116
.764
117
.764
118
.764
119
.763
120
.762
121
.762
122
.761
123
.761
124
.761
125
.760
126
.758
127
.759
128
.758
129
.757
130
.757
131
.756
132
.755
133
.755
134
.753
135
.754
136
.752
137
.752
138
.750
139
.750
140
.750
141
.750
142
.749
143
.749
144
.748
145
.749
146
.748
147
.747
148
.747
149
.748
150
.747
151
.746
152
.745
153
.746
154
.746
155
.745
156
.745
157
.746
158
.743
159
.743
160
.745
161
.744
162
.743
163
.742
164
.741
165
.741
166
.740
167
.740
168
.740
169
.739
170
.737
171
.737
172
.737
173
.735
174
.736
175
.735
176
.734
177
.734
178
.734
179
.733
180
.733
181
.733
182
.732
183
.733
184
.732
185
.732
186
.731
187
.730
188
.730
189
.729
190
.729
191
.729
192
.728
193
.727
194
.723
195
.724
196
.724
197
.723
198
.723
199
.722
200
.723
201
.723
202
.724
203
.721
204
.722
205
.721
206
.723
207
.721
208
.721
209
.721
210
.720
211
.720
212
.721
213
.719
214
.720
215
.719
216
.718
217
.718
218
.716
219
.715
220
.716
221
.713
222
.714
223
.712
224
.712
225
.712
226
.712
227
.712
228
.711
229
.711
230
.710
231
.711
232
.708
233
.710
234
.709
235
.708
236
.708
237
.708
238
.708
239
.707
240
.706
241
.706
242
.706
243
.705
244
.705
245
.702
246
.703
247
.701
248
.700
249
.698
250
.696
251
.696
252
.696
253
.697
254
.696
255
.695
256
.696
257
.694
258
.694
259
.694
260
.693
261
.693
262
.692
263
.693
264
.693
265
.690
266
.690
267
.689
268
.689
269
.689
270
.690
271
.687
272
.688
273
.687
274
.687
275
.685
276
.685
277
.684
278
.685
279
.684
280
.683
281
.682
282
.684
283
.682
284
.681
285
.681
286
.682
287
.681
288
.679
289
.678
290
.675
291
.676
292
.675
293
.675
294
.674
295
.674
296
.671
297
.671
298
.670
299
.671
300
.669
301
.669
302
.669
303
.669
304
.669
305
.669
306
.669
307
.667
308
.666
309
.666
310
.665
311
.665
312
.665
313
.663
314
.662
315
.663
316
.662
317
.662
318
.662
319
.660
320
.659
321
.659
322
.659
323
.658
324
.659
325
.657
326
.657
327
.655
328
.650
329
.649
330
.646
331
.643
332
.642
333
.641
334
.641
335
.640
336
.640
337
.640
338
.639
339
.638
340
.639
341
.636
342
.636
343
.634
344
.630
345
.629
346
.628
347
.626
348
.623
349
.623
350
.621
351
.621
352
.619
353
.618
354
.618
355
.615
356
.615
357
.613
358
.613
359
.613
360
.611
361
.602
362
.604
363
.602
364
.596
365
.595
366
.593
367
.594
368
.592
369
.583
370
.580
371
.579
372
.579
373
.575
374
.573
375
.571
376
.567
377
.567
378
.563
379
.559
380
.545
381
.541
382
.539
383
.525
384
.524
385
.523
386
.523
387
.517
388
.516
389
.516
390
.509
391
.508
392
.506
393
.499
394
.491
395
.489
396
.488
397
.481
398
.478
399
.445
400
.435
401
.418
402
.418
403
.382
404
.114
405
.000
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433

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