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
.950
19
.947
20
.944
21
.943
22
.940
23
.935
24
.935
25
.934
26
.933
27
.933
28
.932
29
.929
30
.925
31
.924
32
.923
33
.921
34
.921
35
.920
36
.920
37
.919
38
.920
39
.919
40
.918
41
.918
42
.916
43
.916
44
.914
45
.913
46
.913
47
.913
48
.909
49
.907
50
.906
51
.904
52
.903
53
.903
54
.901
55
.899
56
.895
57
.896
58
.895
59
.894
60
.892
61
.891
62
.890
63
.890
64
.890
65
.884
66
.882
67
.884
68
.884
69
.882
70
.881
71
.879
72
.880
73
.878
74
.877
75
.876
76
.874
77
.874
78
.875
79
.868
80
.867
81
.867
82
.866
83
.862
84
.859
85
.856
86
.855
87
.854
88
.854
89
.855
90
.853
91
.851
92
.851
93
.850
94
.848
95
.845
96
.844
97
.843
98
.842
99
.839
100
.837
101
.837
102
.836
103
.835
104
.831
105
.829
106
.830
107
.828
108
.827
109
.828
110
.826
111
.823
112
.821
113
.820
114
.820
115
.820
116
.820
117
.814
118
.813
119
.812
120
.812
121
.810
122
.808
123
.803
124
.803
125
.799
126
.798
127
.797
128
.798
129
.797
130
.798
131
.793
132
.793
133
.790
134
.790
135
.789
136
.785
137
.783
138
.783
139
.781
140
.780
141
.780
142
.779
143
.778
144
.778
145
.775
146
.776
147
.776
148
.775
149
.775
150
.775
151
.773
152
.770
153
.769
154
.768
155
.768
156
.762
157
.760
158
.760
159
.757
160
.758
161
.757
162
.756
163
.757
164
.755
165
.754
166
.754
167
.754
168
.755
169
.753
170
.752
171
.753
172
.749
173
.749
174
.748
175
.750
176
.749
177
.748
178
.747
179
.749
180
.747
181
.747
182
.746
183
.746
184
.746
185
.744
186
.744
187
.743
188
.742
189
.743
190
.742
191
.741
192
.741
193
.739
194
.739
195
.739
196
.739
197
.739
198
.738
199
.739
200
.738
201
.737
202
.737
203
.737
204
.738
205
.737
206
.737
207
.735
208
.736
209
.736
210
.734
211
.733
212
.734
213
.732
214
.732
215
.731
216
.731
217
.730
218
.730
219
.729
220
.728
221
.727
222
.728
223
.727
224
.723
225
.723
226
.718
227
.717
228
.717
229
.715
230
.715
231
.714
232
.714
233
.712
234
.711
235
.711
236
.710
237
.707
238
.705
239
.705
240
.705
241
.704
242
.703
243
.703
244
.701
245
.702
246
.701
247
.700
248
.699
249
.697
250
.694
251
.695
252
.694
253
.693
254
.687
255
.688
256
.685
257
.685
258
.684
259
.684
260
.685
261
.683
262
.684
263
.684
264
.683
265
.683
266
.682
267
.682
268
.680
269
.682
270
.680
271
.680
272
.680
273
.680
274
.678
275
.679
276
.677
277
.677
278
.678
279
.676
280
.675
281
.674
282
.674
283
.672
284
.672
285
.669
286
.669
287
.670
288
.669
289
.666
290
.666
291
.665
292
.665
293
.663
294
.664
295
.663
296
.663
297
.662
298
.660
299
.660
300
.659
301
.658
302
.658
303
.658
304
.658
305
.656
306
.656
307
.653
308
.653
309
.650
310
.649
311
.649
312
.648
313
.648
314
.647
315
.645
316
.645
317
.646
318
.646
319
.643
320
.641
321
.638
322
.638
323
.637
324
.636
325
.635
326
.632
327
.631
328
.627
329
.627
330
.623
331
.623
332
.618
333
.613
334
.613
335
.614
336
.613
337
.613
338
.613
339
.611
340
.611
341
.611
342
.609
343
.608
344
.608
345
.606
346
.606
347
.605
348
.605
349
.604
350
.604
351
.602
352
.597
353
.596
354
.593
355
.592
356
.591
357
.587
358
.586
359
.586
360
.586
361
.580
362
.578
363
.577
364
.577
365
.573
366
.573
367
.572
368
.570
369
.570
370
.569
371
.569
372
.569
373
.568
374
.563
375
.561
376
.555
377
.551
378
.549
379
.546
380
.543
381
.542
382
.535
383
.535
384
.536
385
.533
386
.532
387
.530
388
.528
389
.527
390
.527
391
.525
392
.519
393
.510
394
.508
395
.508
396
.507
397
.503
398
.501
399
.500
400
.499
401
.499
402
.492
403
.491
404
.488
405
.487
406
.486
407
.484
408
.484
409
.482
410
.480
411
.478
412
.477
413
.473
414
.472
415
.469
416
.465
417
.463
418
.463
419
.453
420
.434
421
.430
422
.427
423
.427
424
.423
425
.419
426
.398
427
.394
428
.391
429
.389
430
.388
431
.383
432
.377
433
.372
434
.369
435
.326
436
.323
437
.318
438
.318
439
.315
440
.314
441
.309
442
.303
443
.301
444
.270
445
.270
446
.266
447
.241
448
.224
449
.209
450
.209
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478

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