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
.929
28
.925
29
.924
30
.923
31
.921
32
.921
33
.920
34
.920
35
.919
36
.920
37
.919
38
.918
39
.918
40
.916
41
.916
42
.914
43
.913
44
.913
45
.913
46
.909
47
.907
48
.906
49
.904
50
.903
51
.903
52
.901
53
.899
54
.895
55
.895
56
.894
57
.892
58
.891
59
.890
60
.884
61
.882
62
.884
63
.884
64
.882
65
.879
66
.880
67
.878
68
.877
69
.876
70
.874
71
.875
72
.868
73
.867
74
.867
75
.866
76
.862
77
.859
78
.856
79
.855
80
.854
81
.854
82
.855
83
.853
84
.851
85
.850
86
.848
87
.845
88
.844
89
.843
90
.842
91
.837
92
.836
93
.835
94
.831
95
.829
96
.830
97
.828
98
.827
99
.826
100
.823
101
.821
102
.820
103
.820
104
.820
105
.820
106
.814
107
.813
108
.812
109
.812
110
.810
111
.808
112
.803
113
.803
114
.799
115
.798
116
.798
117
.797
118
.798
119
.793
120
.793
121
.790
122
.790
123
.789
124
.785
125
.783
126
.783
127
.781
128
.780
129
.780
130
.779
131
.778
132
.778
133
.775
134
.776
135
.776
136
.775
137
.775
138
.773
139
.770
140
.768
141
.768
142
.762
143
.760
144
.760
145
.757
146
.758
147
.757
148
.756
149
.757
150
.755
151
.754
152
.754
153
.754
154
.755
155
.753
156
.752
157
.753
158
.749
159
.749
160
.748
161
.750
162
.749
163
.748
164
.747
165
.749
166
.747
167
.747
168
.746
169
.746
170
.746
171
.744
172
.744
173
.743
174
.742
175
.743
176
.742
177
.741
178
.741
179
.739
180
.739
181
.739
182
.739
183
.739
184
.738
185
.739
186
.738
187
.737
188
.737
189
.737
190
.738
191
.737
192
.737
193
.735
194
.736
195
.736
196
.734
197
.733
198
.734
199
.732
200
.732
201
.731
202
.731
203
.730
204
.730
205
.729
206
.728
207
.727
208
.728
209
.727
210
.723
211
.723
212
.718
213
.717
214
.715
215
.715
216
.714
217
.714
218
.712
219
.711
220
.711
221
.710
222
.707
223
.705
224
.705
225
.705
226
.704
227
.703
228
.703
229
.701
230
.702
231
.701
232
.700
233
.699
234
.697
235
.694
236
.695
237
.694
238
.693
239
.687
240
.688
241
.685
242
.685
243
.684
244
.684
245
.685
246
.683
247
.684
248
.684
249
.683
250
.683
251
.682
252
.682
253
.680
254
.682
255
.680
256
.680
257
.680
258
.680
259
.678
260
.679
261
.677
262
.677
263
.678
264
.676
265
.675
266
.674
267
.672
268
.672
269
.669
270
.669
271
.670
272
.669
273
.666
274
.666
275
.665
276
.665
277
.663
278
.664
279
.663
280
.663
281
.662
282
.660
283
.660
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
.632
311
.631
312
.627
313
.627
314
.623
315
.623
316
.618
317
.613
318
.613
319
.614
320
.613
321
.613
322
.613
323
.611
324
.611
325
.611
326
.609
327
.608
328
.608
329
.606
330
.606
331
.605
332
.605
333
.604
334
.604
335
.602
336
.597
337
.596
338
.593
339
.592
340
.591
341
.587
342
.586
343
.586
344
.586
345
.580
346
.577
347
.577
348
.573
349
.573
350
.570
351
.570
352
.569
353
.569
354
.569
355
.568
356
.561
357
.555
358
.551
359
.549
360
.546
361
.543
362
.542
363
.535
364
.535
365
.536
366
.533
367
.532
368
.530
369
.528
370
.527
371
.527
372
.525
373
.519
374
.510
375
.508
376
.508
377
.507
378
.501
379
.500
380
.499
381
.499
382
.492
383
.491
384
.488
385
.486
386
.484
387
.482
388
.480
389
.478
390
.477
391
.473
392
.472
393
.469
394
.465
395
.463
396
.463
397
.434
398
.427
399
.427
400
.423
401
.419
402
.398
403
.394
404
.391
405
.389
406
.388
407
.383
408
.377
409
.372
410
.369
411
.326
412
.323
413
.318
414
.318
415
.315
416
.314
417
.309
418
.303
419
.301
420
.270
421
.266
422
.241
423
.224
424
.209
425
.209
426
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