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

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