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
.933
27
.932
28
.929
29
.925
30
.924
31
.923
32
.921
33
.921
34
.920
35
.920
36
.919
37
.920
38
.919
39
.918
40
.918
41
.916
42
.916
43
.914
44
.913
45
.913
46
.913
47
.909
48
.907
49
.906
50
.904
51
.903
52
.903
53
.901
54
.899
55
.895
56
.895
57
.894
58
.892
59
.891
60
.890
61
.884
62
.882
63
.884
64
.884
65
.882
66
.881
67
.879
68
.880
69
.878
70
.877
71
.876
72
.874
73
.875
74
.868
75
.867
76
.867
77
.866
78
.862
79
.859
80
.856
81
.855
82
.854
83
.854
84
.855
85
.853
86
.851
87
.851
88
.850
89
.848
90
.845
91
.844
92
.843
93
.842
94
.837
95
.837
96
.836
97
.835
98
.831
99
.829
100
.830
101
.828
102
.827
103
.826
104
.823
105
.821
106
.820
107
.820
108
.820
109
.820
110
.814
111
.813
112
.812
113
.812
114
.810
115
.808
116
.803
117
.803
118
.799
119
.798
120
.798
121
.797
122
.798
123
.793
124
.793
125
.790
126
.790
127
.789
128
.785
129
.783
130
.783
131
.781
132
.780
133
.780
134
.779
135
.778
136
.778
137
.775
138
.776
139
.776
140
.775
141
.775
142
.775
143
.773
144
.770
145
.768
146
.768
147
.762
148
.760
149
.760
150
.757
151
.758
152
.757
153
.756
154
.757
155
.755
156
.754
157
.754
158
.754
159
.755
160
.753
161
.752
162
.753
163
.749
164
.749
165
.748
166
.750
167
.749
168
.748
169
.747
170
.749
171
.747
172
.747
173
.746
174
.746
175
.746
176
.744
177
.744
178
.743
179
.742
180
.743
181
.742
182
.741
183
.741
184
.739
185
.739
186
.739
187
.739
188
.739
189
.738
190
.739
191
.738
192
.737
193
.737
194
.737
195
.738
196
.737
197
.737
198
.735
199
.736
200
.736
201
.734
202
.733
203
.734
204
.732
205
.732
206
.731
207
.731
208
.730
209
.730
210
.729
211
.728
212
.727
213
.728
214
.727
215
.723
216
.723
217
.718
218
.717
219
.715
220
.715
221
.714
222
.714
223
.712
224
.711
225
.711
226
.710
227
.707
228
.705
229
.705
230
.705
231
.704
232
.703
233
.703
234
.701
235
.702
236
.701
237
.700
238
.699
239
.697
240
.694
241
.695
242
.694
243
.693
244
.687
245
.688
246
.685
247
.685
248
.684
249
.684
250
.685
251
.683
252
.684
253
.684
254
.683
255
.683
256
.682
257
.682
258
.680
259
.682
260
.680
261
.680
262
.680
263
.680
264
.678
265
.679
266
.677
267
.677
268
.678
269
.676
270
.675
271
.674
272
.672
273
.672
274
.669
275
.669
276
.670
277
.669
278
.666
279
.666
280
.665
281
.665
282
.663
283
.664
284
.663
285
.663
286
.662
287
.660
288
.660
289
.659
290
.658
291
.658
292
.658
293
.658
294
.656
295
.656
296
.653
297
.653
298
.650
299
.649
300
.649
301
.648
302
.648
303
.647
304
.645
305
.645
306
.646
307
.646
308
.643
309
.641
310
.638
311
.638
312
.637
313
.636
314
.635
315
.632
316
.631
317
.627
318
.627
319
.623
320
.623
321
.618
322
.613
323
.613
324
.614
325
.613
326
.613
327
.613
328
.611
329
.611
330
.611
331
.609
332
.608
333
.608
334
.606
335
.606
336
.605
337
.605
338
.604
339
.604
340
.602
341
.597
342
.596
343
.593
344
.592
345
.591
346
.587
347
.586
348
.586
349
.586
350
.580
351
.578
352
.577
353
.577
354
.573
355
.573
356
.570
357
.570
358
.569
359
.569
360
.569
361
.568
362
.561
363
.555
364
.551
365
.549
366
.546
367
.543
368
.542
369
.535
370
.535
371
.536
372
.533
373
.532
374
.530
375
.528
376
.527
377
.527
378
.525
379
.519
380
.510
381
.508
382
.508
383
.507
384
.501
385
.500
386
.499
387
.499
388
.492
389
.491
390
.488
391
.486
392
.484
393
.482
394
.480
395
.478
396
.477
397
.473
398
.472
399
.469
400
.465
401
.463
402
.463
403
.434
404
.427
405
.427
406
.423
407
.419
408
.398
409
.394
410
.391
411
.389
412
.388
413
.383
414
.377
415
.372
416
.369
417
.326
418
.323
419
.318
420
.318
421
.315
422
.314
423
.309
424
.303
425
.301
426
.270
427
.270
428
.266
429
.241
430
.224
431
.209
432
.209
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459

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