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

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