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
.775
120
.773
121
.770
122
.768
123
.768
124
.762
125
.760
126
.760
127
.757
128
.758
129
.757
130
.756
131
.757
132
.755
133
.754
134
.754
135
.755
136
.753
137
.752
138
.753
139
.749
140
.749
141
.748
142
.750
143
.749
144
.749
145
.748
146
.747
147
.749
148
.747
149
.747
150
.746
151
.746
152
.744
153
.743
154
.742
155
.743
156
.741
157
.741
158
.739
159
.739
160
.739
161
.738
162
.737
163
.737
164
.738
165
.735
166
.736
167
.736
168
.734
169
.732
170
.731
171
.731
172
.730
173
.730
174
.729
175
.728
176
.727
177
.728
178
.727
179
.723
180
.723
181
.718
182
.717
183
.715
184
.715
185
.714
186
.714
187
.711
188
.711
189
.710
190
.710
191
.707
192
.705
193
.705
194
.704
195
.703
196
.703
197
.701
198
.702
199
.700
200
.699
201
.697
202
.694
203
.695
204
.694
205
.693
206
.687
207
.688
208
.685
209
.685
210
.684
211
.684
212
.683
213
.684
214
.684
215
.683
216
.680
217
.682
218
.680
219
.680
220
.680
221
.680
222
.678
223
.679
224
.677
225
.677
226
.678
227
.675
228
.674
229
.672
230
.672
231
.671
232
.669
233
.670
234
.669
235
.666
236
.666
237
.665
238
.665
239
.665
240
.663
241
.663
242
.663
243
.662
244
.660
245
.659
246
.658
247
.658
248
.658
249
.656
250
.656
251
.653
252
.653
253
.650
254
.649
255
.649
256
.648
257
.648
258
.645
259
.646
260
.646
261
.643
262
.641
263
.637
264
.636
265
.632
266
.631
267
.627
268
.627
269
.623
270
.623
271
.618
272
.613
273
.613
274
.614
275
.613
276
.613
277
.611
278
.611
279
.611
280
.609
281
.608
282
.608
283
.606
284
.606
285
.605
286
.604
287
.602
288
.597
289
.596
290
.593
291
.592
292
.591
293
.587
294
.586
295
.580
296
.577
297
.577
298
.573
299
.570
300
.570
301
.569
302
.569
303
.568
304
.561
305
.555
306
.549
307
.546
308
.543
309
.542
310
.535
311
.535
312
.536
313
.528
314
.527
315
.527
316
.525
317
.519
318
.510
319
.508
320
.500
321
.499
322
.492
323
.491
324
.488
325
.486
326
.484
327
.482
328
.480
329
.478
330
.477
331
.473
332
.472
333
.469
334
.465
335
.463
336
.463
337
.434
338
.427
339
.427
340
.423
341
.419
342
.394
343
.391
344
.383
345
.377
346
.372
347
.369
348
.326
349
.323
350
.315
351
.314
352
.309
353
.303
354
.301
355
.270
356
.266
357
.241
358
.224
359
.209
360
.209
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
383
X
384
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