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
.900
23
.898
24
.893
25
.891
26
.893
27
.885
28
.872
29
.871
30
.871
31
.864
32
.860
33
.856
34
.856
35
.855
36
.854
37
.853
38
.851
39
.848
40
.839
41
.837
42
.829
43
.826
44
.823
45
.816
46
.814
47
.809
48
.807
49
.805
50
.804
51
.804
52
.804
53
.802
54
.801
55
.799
56
.796
57
.795
58
.794
59
.794
60
.792
61
.792
62
.788
63
.788
64
.787
65
.788
66
.787
67
.787
68
.786
69
.782
70
.781
71
.783
72
.783
73
.782
74
.780
75
.780
76
.780
77
.778
78
.778
79
.776
80
.777
81
.776
82
.775
83
.775
84
.775
85
.774
86
.773
87
.773
88
.772
89
.771
90
.771
91
.770
92
.769
93
.769
94
.768
95
.768
96
.767
97
.765
98
.766
99
.765
100
.764
101
.764
102
.763
103
.762
104
.762
105
.761
106
.761
107
.761
108
.760
109
.758
110
.759
111
.758
112
.756
113
.755
114
.755
115
.753
116
.752
117
.752
118
.750
119
.750
120
.750
121
.749
122
.749
123
.748
124
.748
125
.747
126
.747
127
.748
128
.747
129
.746
130
.745
131
.746
132
.746
133
.745
134
.745
135
.746
136
.743
137
.743
138
.745
139
.744
140
.743
141
.742
142
.741
143
.741
144
.740
145
.740
146
.740
147
.739
148
.737
149
.737
150
.737
151
.735
152
.736
153
.735
154
.734
155
.734
156
.734
157
.733
158
.733
159
.733
160
.732
161
.733
162
.732
163
.732
164
.731
165
.730
166
.730
167
.729
168
.729
169
.729
170
.728
171
.727
172
.723
173
.724
174
.724
175
.723
176
.723
177
.722
178
.723
179
.723
180
.724
181
.721
182
.722
183
.721
184
.723
185
.721
186
.721
187
.721
188
.720
189
.720
190
.721
191
.719
192
.720
193
.719
194
.718
195
.718
196
.716
197
.714
198
.712
199
.712
200
.712
201
.712
202
.712
203
.711
204
.711
205
.710
206
.711
207
.708
208
.710
209
.709
210
.708
211
.708
212
.708
213
.707
214
.706
215
.706
216
.706
217
.705
218
.705
219
.703
220
.701
221
.700
222
.698
223
.696
224
.696
225
.697
226
.696
227
.696
228
.694
229
.694
230
.694
231
.693
232
.693
233
.693
234
.693
235
.690
236
.689
237
.689
238
.689
239
.690
240
.687
241
.688
242
.687
243
.687
244
.685
245
.685
246
.684
247
.685
248
.684
249
.683
250
.682
251
.684
252
.682
253
.681
254
.681
255
.682
256
.681
257
.679
258
.678
259
.675
260
.676
261
.675
262
.675
263
.674
264
.674
265
.671
266
.671
267
.671
268
.670
269
.670
270
.671
271
.670
272
.671
273
.670
274
.669
275
.669
276
.669
277
.669
278
.670
279
.669
280
.669
281
.669
282
.669
283
.669
284
.667
285
.666
286
.666
287
.665
288
.665
289
.665
290
.663
291
.662
292
.663
293
.662
294
.662
295
.662
296
.660
297
.659
298
.659
299
.659
300
.659
301
.657
302
.657
303
.655
304
.649
305
.646
306
.643
307
.642
308
.641
309
.640
310
.640
311
.640
312
.639
313
.638
314
.639
315
.636
316
.636
317
.630
318
.629
319
.628
320
.623
321
.621
322
.619
323
.618
324
.618
325
.615
326
.615
327
.613
328
.613
329
.613
330
.611
331
.602
332
.604
333
.602
334
.596
335
.595
336
.593
337
.594
338
.592
339
.580
340
.579
341
.579
342
.575
343
.573
344
.571
345
.567
346
.567
347
.563
348
.559
349
.545
350
.541
351
.539
352
.525
353
.523
354
.517
355
.516
356
.516
357
.509
358
.508
359
.506
360
.506
361
.506
362
.499
363
.491
364
.489
365
.488
366
.481
367
.478
368
.445
369
.442
370
.435
371
.418
372
.418
373
.382
374
.114
375
.000
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400

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