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
.872
30
.870
31
.871
32
.871
33
.864
34
.860
35
.856
36
.856
37
.855
38
.854
39
.853
40
.851
41
.848
42
.839
43
.837
44
.829
45
.826
46
.823
47
.816
48
.814
49
.809
50
.807
51
.805
52
.804
53
.804
54
.804
55
.802
56
.801
57
.799
58
.796
59
.795
60
.794
61
.794
62
.792
63
.792
64
.788
65
.788
66
.787
67
.788
68
.787
69
.787
70
.786
71
.782
72
.781
73
.783
74
.783
75
.782
76
.780
77
.780
78
.780
79
.778
80
.778
81
.776
82
.777
83
.776
84
.775
85
.775
86
.775
87
.774
88
.773
89
.773
90
.772
91
.771
92
.771
93
.770
94
.769
95
.769
96
.768
97
.768
98
.767
99
.765
100
.766
101
.765
102
.764
103
.764
104
.763
105
.762
106
.762
107
.761
108
.761
109
.761
110
.760
111
.758
112
.759
113
.758
114
.756
115
.755
116
.755
117
.753
118
.752
119
.752
120
.750
121
.750
122
.750
123
.749
124
.749
125
.748
126
.748
127
.747
128
.747
129
.748
130
.747
131
.746
132
.745
133
.746
134
.746
135
.745
136
.745
137
.746
138
.743
139
.743
140
.745
141
.744
142
.743
143
.742
144
.741
145
.741
146
.740
147
.740
148
.740
149
.739
150
.737
151
.737
152
.737
153
.735
154
.736
155
.735
156
.734
157
.734
158
.734
159
.733
160
.733
161
.733
162
.732
163
.733
164
.732
165
.732
166
.731
167
.730
168
.730
169
.729
170
.729
171
.729
172
.728
173
.727
174
.723
175
.724
176
.724
177
.723
178
.723
179
.722
180
.723
181
.723
182
.724
183
.721
184
.722
185
.721
186
.723
187
.721
188
.721
189
.721
190
.720
191
.720
192
.721
193
.719
194
.720
195
.719
196
.718
197
.718
198
.716
199
.714
200
.712
201
.712
202
.712
203
.712
204
.712
205
.711
206
.711
207
.710
208
.711
209
.708
210
.710
211
.709
212
.708
213
.708
214
.708
215
.707
216
.706
217
.706
218
.706
219
.705
220
.705
221
.702
222
.703
223
.701
224
.700
225
.698
226
.696
227
.696
228
.696
229
.697
230
.696
231
.696
232
.694
233
.694
234
.694
235
.693
236
.693
237
.693
238
.693
239
.690
240
.690
241
.689
242
.689
243
.689
244
.690
245
.687
246
.688
247
.687
248
.687
249
.685
250
.685
251
.684
252
.685
253
.684
254
.683
255
.682
256
.684
257
.682
258
.681
259
.681
260
.682
261
.681
262
.679
263
.678
264
.675
265
.676
266
.675
267
.675
268
.674
269
.674
270
.671
271
.671
272
.670
273
.671
274
.669
275
.669
276
.669
277
.669
278
.669
279
.669
280
.669
281
.667
282
.666
283
.666
284
.665
285
.665
286
.665
287
.663
288
.662
289
.663
290
.662
291
.662
292
.662
293
.660
294
.659
295
.659
296
.659
297
.659
298
.657
299
.657
300
.655
301
.649
302
.646
303
.643
304
.642
305
.641
306
.640
307
.640
308
.640
309
.639
310
.638
311
.639
312
.636
313
.636
314
.630
315
.629
316
.628
317
.623
318
.621
319
.619
320
.618
321
.618
322
.615
323
.615
324
.613
325
.613
326
.613
327
.611
328
.602
329
.604
330
.602
331
.596
332
.595
333
.593
334
.594
335
.592
336
.583
337
.580
338
.579
339
.579
340
.575
341
.573
342
.571
343
.567
344
.567
345
.563
346
.559
347
.545
348
.541
349
.539
350
.525
351
.523
352
.517
353
.516
354
.516
355
.509
356
.508
357
.506
358
.506
359
.506
360
.499
361
.491
362
.489
363
.488
364
.481
365
.478
366
.445
367
.435
368
.418
369
.418
370
.382
371
.114
372
.000
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397

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