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
.753
147
.752
148
.753
149
.749
150
.749
151
.748
152
.750
153
.749
154
.748
155
.747
156
.749
157
.747
158
.747
159
.746
160
.746
161
.746
162
.744
163
.744
164
.743
165
.742
166
.743
167
.742
168
.741
169
.741
170
.739
171
.739
172
.739
173
.739
174
.739
175
.738
176
.739
177
.738
178
.737
179
.737
180
.737
181
.738
182
.737
183
.737
184
.735
185
.736
186
.736
187
.734
188
.733
189
.734
190
.732
191
.732
192
.731
193
.731
194
.730
195
.730
196
.729
197
.728
198
.727
199
.728
200
.727
201
.723
202
.723
203
.718
204
.717
205
.715
206
.715
207
.714
208
.714
209
.711
210
.711
211
.710
212
.707
213
.705
214
.705
215
.704
216
.703
217
.703
218
.701
219
.702
220
.700
221
.699
222
.697
223
.694
224
.695
225
.694
226
.693
227
.687
228
.688
229
.685
230
.685
231
.684
232
.684
233
.685
234
.683
235
.684
236
.684
237
.683
238
.683
239
.682
240
.682
241
.680
242
.682
243
.680
244
.680
245
.680
246
.680
247
.678
248
.679
249
.677
250
.677
251
.678
252
.675
253
.674
254
.672
255
.672
256
.671
257
.669
258
.670
259
.669
260
.666
261
.666
262
.665
263
.665
264
.665
265
.663
266
.663
267
.663
268
.662
269
.660
270
.659
271
.658
272
.658
273
.658
274
.656
275
.656
276
.653
277
.653
278
.650
279
.649
280
.649
281
.648
282
.648
283
.645
284
.646
285
.646
286
.643
287
.641
288
.638
289
.637
290
.636
291
.635
292
.632
293
.631
294
.627
295
.627
296
.623
297
.623
298
.618
299
.613
300
.613
301
.614
302
.613
303
.613
304
.611
305
.611
306
.611
307
.609
308
.608
309
.608
310
.606
311
.606
312
.605
313
.605
314
.604
315
.604
316
.602
317
.597
318
.596
319
.593
320
.592
321
.591
322
.587
323
.586
324
.586
325
.580
326
.577
327
.577
328
.573
329
.570
330
.570
331
.569
332
.569
333
.568
334
.561
335
.555
336
.551
337
.549
338
.546
339
.543
340
.542
341
.535
342
.535
343
.536
344
.532
345
.528
346
.527
347
.527
348
.525
349
.519
350
.510
351
.508
352
.507
353
.500
354
.499
355
.492
356
.491
357
.488
358
.486
359
.484
360
.482
361
.480
362
.478
363
.477
364
.473
365
.472
366
.469
367
.465
368
.463
369
.463
370
.434
371
.427
372
.427
373
.423
374
.419
375
.394
376
.391
377
.383
378
.377
379
.372
380
.369
381
.326
382
.323
383
.315
384
.314
385
.309
386
.303
387
.301
388
.270
389
.266
390
.241
391
.224
392
.209
393
.209
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417

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