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
.912
22
.911
23
.900
24
.898
25
.893
26
.891
27
.893
28
.885
29
.872
30
.871
31
.871
32
.864
33
.860
34
.856
35
.856
36
.855
37
.854
38
.853
39
.851
40
.848
41
.839
42
.837
43
.829
44
.826
45
.823
46
.816
47
.814
48
.809
49
.807
50
.805
51
.804
52
.804
53
.804
54
.802
55
.801
56
.799
57
.796
58
.795
59
.794
60
.794
61
.792
62
.792
63
.788
64
.788
65
.787
66
.788
67
.787
68
.787
69
.786
70
.782
71
.781
72
.783
73
.783
74
.782
75
.780
76
.780
77
.780
78
.778
79
.778
80
.776
81
.777
82
.776
83
.775
84
.775
85
.775
86
.774
87
.773
88
.773
89
.772
90
.771
91
.771
92
.770
93
.769
94
.769
95
.768
96
.768
97
.767
98
.765
99
.766
100
.765
101
.764
102
.764
103
.763
104
.762
105
.762
106
.761
107
.761
108
.761
109
.760
110
.758
111
.759
112
.758
113
.756
114
.755
115
.755
116
.753
117
.752
118
.752
119
.750
120
.750
121
.750
122
.749
123
.749
124
.748
125
.748
126
.747
127
.747
128
.748
129
.747
130
.746
131
.745
132
.746
133
.746
134
.745
135
.745
136
.746
137
.743
138
.743
139
.745
140
.744
141
.743
142
.742
143
.741
144
.741
145
.740
146
.740
147
.740
148
.739
149
.737
150
.737
151
.737
152
.735
153
.736
154
.735
155
.734
156
.734
157
.734
158
.733
159
.733
160
.733
161
.732
162
.733
163
.732
164
.732
165
.731
166
.730
167
.730
168
.729
169
.729
170
.729
171
.728
172
.727
173
.723
174
.724
175
.724
176
.723
177
.723
178
.722
179
.723
180
.723
181
.724
182
.721
183
.722
184
.721
185
.723
186
.721
187
.721
188
.721
189
.720
190
.720
191
.721
192
.719
193
.720
194
.719
195
.718
196
.718
197
.716
198
.714
199
.712
200
.712
201
.712
202
.712
203
.712
204
.711
205
.711
206
.710
207
.711
208
.708
209
.710
210
.709
211
.708
212
.708
213
.708
214
.707
215
.706
216
.706
217
.706
218
.705
219
.705
220
.703
221
.701
222
.700
223
.698
224
.696
225
.696
226
.697
227
.696
228
.696
229
.694
230
.694
231
.694
232
.693
233
.693
234
.693
235
.692
236
.693
237
.690
238
.689
239
.689
240
.689
241
.690
242
.687
243
.688
244
.687
245
.687
246
.685
247
.685
248
.684
249
.685
250
.684
251
.683
252
.682
253
.684
254
.682
255
.681
256
.681
257
.682
258
.681
259
.679
260
.678
261
.675
262
.676
263
.675
264
.675
265
.674
266
.674
267
.671
268
.671
269
.671
270
.670
271
.670
272
.671
273
.670
274
.671
275
.670
276
.669
277
.669
278
.669
279
.669
280
.670
281
.669
282
.669
283
.669
284
.669
285
.669
286
.669
287
.667
288
.666
289
.666
290
.665
291
.665
292
.665
293
.663
294
.662
295
.663
296
.662
297
.662
298
.662
299
.660
300
.659
301
.659
302
.659
303
.659
304
.657
305
.657
306
.655
307
.649
308
.646
309
.643
310
.642
311
.641
312
.640
313
.640
314
.640
315
.639
316
.638
317
.639
318
.636
319
.636
320
.630
321
.629
322
.628
323
.623
324
.621
325
.619
326
.618
327
.618
328
.615
329
.615
330
.613
331
.613
332
.613
333
.611
334
.602
335
.604
336
.602
337
.596
338
.595
339
.593
340
.594
341
.592
342
.582
343
.580
344
.579
345
.579
346
.575
347
.573
348
.571
349
.567
350
.567
351
.563
352
.559
353
.545
354
.541
355
.539
356
.525
357
.523
358
.517
359
.516
360
.516
361
.509
362
.508
363
.506
364
.506
365
.506
366
.499
367
.491
368
.489
369
.488
370
.481
371
.478
372
.445
373
.442
374
.435
375
.418
376
.418
377
.382
378
.114
379
.000
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404

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