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
.955
13
.952
14
.952
15
.951
16
.950
17
.947
18
.944
19
.943
20
.940
21
.935
22
.935
23
.934
24
.932
25
.925
26
.924
27
.923
28
.921
29
.921
30
.920
31
.920
32
.919
33
.920
34
.919
35
.918
36
.918
37
.916
38
.914
39
.913
40
.913
41
.913
42
.909
43
.907
44
.906
45
.904
46
.903
47
.903
48
.901
49
.899
50
.895
51
.895
52
.894
53
.892
54
.890
55
.884
56
.882
57
.884
58
.881
59
.882
60
.881
61
.881
62
.881
63
.879
64
.880
65
.878
66
.879
67
.880
68
.878
69
.877
70
.877
71
.876
72
.874
73
.875
74
.868
75
.867
76
.867
77
.866
78
.862
79
.859
80
.856
81
.854
82
.854
83
.855
84
.853
85
.851
86
.845
87
.844
88
.842
89
.836
90
.835
91
.831
92
.829
93
.830
94
.828
95
.827
96
.826
97
.823
98
.821
99
.820
100
.820
101
.813
102
.812
103
.812
104
.810
105
.808
106
.803
107
.803
108
.799
109
.798
110
.797
111
.798
112
.793
113
.793
114
.790
115
.790
116
.789
117
.785
118
.783
119
.783
120
.781
121
.778
122
.775
123
.776
124
.775
125
.775
126
.773
127
.770
128
.768
129
.768
130
.762
131
.760
132
.760
133
.757
134
.758
135
.757
136
.756
137
.757
138
.755
139
.754
140
.754
141
.755
142
.753
143
.752
144
.753
145
.749
146
.749
147
.748
148
.750
149
.749
150
.748
151
.747
152
.749
153
.747
154
.747
155
.746
156
.746
157
.744
158
.744
159
.743
160
.742
161
.743
162
.742
163
.741
164
.741
165
.739
166
.739
167
.739
168
.739
169
.738
170
.739
171
.738
172
.737
173
.737
174
.737
175
.738
176
.737
177
.737
178
.735
179
.736
180
.736
181
.734
182
.733
183
.734
184
.732
185
.732
186
.731
187
.731
188
.730
189
.730
190
.729
191
.728
192
.727
193
.728
194
.727
195
.723
196
.723
197
.718
198
.717
199
.715
200
.715
201
.714
202
.714
203
.711
204
.711
205
.710
206
.710
207
.707
208
.705
209
.705
210
.704
211
.703
212
.703
213
.701
214
.702
215
.700
216
.699
217
.697
218
.694
219
.695
220
.694
221
.693
222
.687
223
.688
224
.685
225
.685
226
.684
227
.684
228
.685
229
.683
230
.684
231
.684
232
.683
233
.683
234
.682
235
.682
236
.680
237
.682
238
.680
239
.680
240
.680
241
.680
242
.678
243
.679
244
.677
245
.677
246
.678
247
.675
248
.674
249
.672
250
.672
251
.671
252
.669
253
.670
254
.669
255
.666
256
.666
257
.665
258
.665
259
.665
260
.663
261
.663
262
.663
263
.662
264
.660
265
.659
266
.658
267
.658
268
.658
269
.656
270
.656
271
.653
272
.653
273
.650
274
.649
275
.649
276
.648
277
.648
278
.645
279
.646
280
.646
281
.643
282
.641
283
.638
284
.637
285
.636
286
.632
287
.631
288
.627
289
.627
290
.623
291
.623
292
.618
293
.613
294
.613
295
.614
296
.613
297
.613
298
.611
299
.611
300
.611
301
.609
302
.608
303
.608
304
.606
305
.606
306
.605
307
.604
308
.604
309
.602
310
.597
311
.596
312
.593
313
.592
314
.591
315
.587
316
.586
317
.580
318
.577
319
.577
320
.573
321
.570
322
.570
323
.569
324
.569
325
.568
326
.561
327
.555
328
.551
329
.549
330
.546
331
.543
332
.542
333
.535
334
.535
335
.536
336
.528
337
.527
338
.527
339
.525
340
.519
341
.510
342
.508
343
.500
344
.499
345
.492
346
.491
347
.488
348
.486
349
.484
350
.482
351
.480
352
.478
353
.477
354
.473
355
.472
356
.469
357
.465
358
.463
359
.463
360
.434
361
.427
362
.427
363
.423
364
.419
365
.394
366
.391
367
.383
368
.377
369
.372
370
.369
371
.326
372
.323
373
.315
374
.314
375
.309
376
.303
377
.301
378
.270
379
.266
380
.241
381
.224
382
.209
383
.209
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407

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