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
.813
53
.809
54
.807
55
.805
56
.804
57
.804
58
.804
59
.802
60
.801
61
.799
62
.796
63
.795
64
.794
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
.785
79
.783
80
.782
81
.781
82
.783
83
.783
84
.782
85
.780
86
.780
87
.780
88
.780
89
.778
90
.778
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
.768
107
.769
108
.769
109
.769
110
.768
111
.768
112
.767
113
.767
114
.765
115
.766
116
.764
117
.765
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
.749
143
.749
144
.748
145
.748
146
.747
147
.747
148
.748
149
.747
150
.746
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
.742
165
.741
166
.741
167
.740
168
.740
169
.740
170
.739
171
.738
172
.737
173
.737
174
.737
175
.735
176
.736
177
.735
178
.734
179
.734
180
.734
181
.733
182
.733
183
.733
184
.732
185
.733
186
.732
187
.732
188
.731
189
.730
190
.730
191
.729
192
.729
193
.729
194
.728
195
.727
196
.723
197
.724
198
.724
199
.723
200
.724
201
.723
202
.722
203
.723
204
.723
205
.724
206
.721
207
.722
208
.721
209
.723
210
.721
211
.721
212
.721
213
.720
214
.720
215
.721
216
.719
217
.720
218
.719
219
.718
220
.718
221
.716
222
.715
223
.716
224
.714
225
.712
226
.712
227
.712
228
.712
229
.712
230
.711
231
.711
232
.710
233
.711
234
.708
235
.710
236
.709
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
.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
.630
344
.629
345
.628
346
.623
347
.623
348
.621
349
.621
350
.619
351
.618
352
.618
353
.615
354
.615
355
.613
356
.613
357
.613
358
.611
359
.602
360
.604
361
.602
362
.596
363
.595
364
.593
365
.594
366
.592
367
.583
368
.580
369
.579
370
.579
371
.575
372
.573
373
.571
374
.567
375
.567
376
.563
377
.559
378
.545
379
.541
380
.539
381
.525
382
.524
383
.523
384
.523
385
.517
386
.516
387
.516
388
.509
389
.508
390
.506
391
.506
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

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