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_variance_ratio")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.987
2
.986
3
.979
4
.978
5
.977
6
.976
7
.973
8
.965
9
.965
10
.960
11
.957
12
.953
13
.955
14
.952
15
.952
16
.951
17
.950
18
.947
19
.944
20
.943
21
.940
22
.935
23
.935
24
.934
25
.933
26
.932
27
.925
28
.924
29
.923
30
.921
31
.921
32
.920
33
.920
34
.919
35
.920
36
.919
37
.918
38
.918
39
.916
40
.916
41
.914
42
.913
43
.913
44
.913
45
.909
46
.907
47
.906
48
.904
49
.903
50
.903
51
.901
52
.899
53
.895
54
.895
55
.894
56
.892
57
.891
58
.890
59
.884
60
.882
61
.884
62
.884
63
.882
64
.879
65
.880
66
.878
67
.877
68
.876
69
.874
70
.875
71
.868
72
.867
73
.867
74
.866
75
.862
76
.859
77
.856
78
.855
79
.854
80
.854
81
.855
82
.853
83
.851
84
.848
85
.845
86
.844
87
.842
88
.836
89
.835
90
.831
91
.829
92
.830
93
.828
94
.827
95
.826
96
.823
97
.821
98
.820
99
.820
100
.820
101
.820
102
.814
103
.813
104
.812
105
.812
106
.810
107
.808
108
.803
109
.803
110
.799
111
.798
112
.798
113
.797
114
.798
115
.793
116
.793
117
.790
118
.790
119
.789
120
.785
121
.783
122
.783
123
.781
124
.778
125
.778
126
.775
127
.776
128
.775
129
.775
130
.773
131
.770
132
.768
133
.768
134
.762
135
.760
136
.760
137
.757
138
.758
139
.757
140
.756
141
.757
142
.755
143
.754
144
.754
145
.755
146
.755
147
.753
148
.752
149
.753
150
.749
151
.749
152
.748
153
.750
154
.749
155
.748
156
.747
157
.749
158
.747
159
.747
160
.746
161
.746
162
.746
163
.744
164
.744
165
.743
166
.742
167
.743
168
.742
169
.741
170
.741
171
.739
172
.739
173
.739
174
.739
175
.739
176
.738
177
.739
178
.738
179
.737
180
.737
181
.738
182
.737
183
.738
184
.737
185
.737
186
.735
187
.736
188
.736
189
.734
190
.733
191
.734
192
.732
193
.732
194
.731
195
.731
196
.730
197
.730
198
.729
199
.728
200
.727
201
.728
202
.727
203
.723
204
.723
205
.718
206
.717
207
.715
208
.715
209
.714
210
.714
211
.714
212
.712
213
.711
214
.711
215
.710
216
.707
217
.705
218
.705
219
.705
220
.704
221
.705
222
.703
223
.703
224
.701
225
.702
226
.701
227
.700
228
.699
229
.699
230
.697
231
.694
232
.695
233
.694
234
.693
235
.687
236
.688
237
.685
238
.685
239
.684
240
.684
241
.685
242
.683
243
.684
244
.684
245
.683
246
.683
247
.682
248
.682
249
.680
250
.682
251
.680
252
.680
253
.680
254
.680
255
.678
256
.679
257
.677
258
.677
259
.678
260
.676
261
.675
262
.674
263
.672
264
.672
265
.672
266
.672
267
.671
268
.669
269
.669
270
.670
271
.669
272
.666
273
.666
274
.665
275
.665
276
.665
277
.663
278
.663
279
.663
280
.662
281
.660
282
.660
283
.659
284
.659
285
.658
286
.658
287
.658
288
.658
289
.656
290
.656
291
.653
292
.653
293
.650
294
.649
295
.649
296
.648
297
.648
298
.647
299
.645
300
.645
301
.646
302
.646
303
.643
304
.641
305
.638
306
.638
307
.637
308
.636
309
.635
310
.635
311
.632
312
.631
313
.627
314
.627
315
.626
316
.623
317
.623
318
.618
319
.613
320
.613
321
.614
322
.613
323
.613
324
.611
325
.611
326
.611
327
.609
328
.608
329
.608
330
.606
331
.606
332
.605
333
.605
334
.604
335
.604
336
.602
337
.598
338
.597
339
.596
340
.593
341
.592
342
.591
343
.587
344
.586
345
.586
346
.586
347
.580
348
.577
349
.577
350
.573
351
.570
352
.570
353
.569
354
.569
355
.569
356
.568
357
.561
358
.555
359
.551
360
.549
361
.546
362
.543
363
.542
364
.535
365
.535
366
.536
367
.533
368
.532
369
.530
370
.528
371
.527
372
.527
373
.525
374
.519
375
.510
376
.508
377
.508
378
.507
379
.501
380
.500
381
.499
382
.499
383
.492
384
.491
385
.488
386
.486
387
.484
388
.482
389
.480
390
.478
391
.477
392
.473
393
.472
394
.469
395
.465
396
.463
397
.463
398
.434
399
.427
400
.427
401
.423
402
.419
403
.398
404
.394
405
.391
406
.389
407
.388
408
.383
409
.377
410
.372
411
.369
412
.326
413
.323
414
.318
415
.318
416
.315
417
.314
418
.309
419
.303
420
.301
421
.270
422
.266
423
.241
424
.224
425
.209
426
.209
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452

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

0.94.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_variance_ratio