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
.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
.685
213
.683
214
.684
215
.684
216
.683
217
.683
218
.682
219
.682
220
.680
221
.682
222
.680
223
.680
224
.680
225
.680
226
.678
227
.679
228
.677
229
.677
230
.678
231
.675
232
.674
233
.672
234
.672
235
.671
236
.669
237
.670
238
.669
239
.666
240
.666
241
.665
242
.665
243
.665
244
.663
245
.663
246
.663
247
.662
248
.660
249
.659
250
.658
251
.658
252
.658
253
.656
254
.656
255
.653
256
.653
257
.650
258
.649
259
.649
260
.648
261
.648
262
.645
263
.646
264
.646
265
.643
266
.641
267
.637
268
.636
269
.632
270
.631
271
.627
272
.627
273
.623
274
.623
275
.618
276
.613
277
.613
278
.614
279
.613
280
.613
281
.611
282
.611
283
.611
284
.609
285
.608
286
.608
287
.606
288
.606
289
.605
290
.604
291
.602
292
.597
293
.596
294
.593
295
.592
296
.591
297
.587
298
.586
299
.580
300
.577
301
.577
302
.573
303
.570
304
.570
305
.569
306
.569
307
.568
308
.561
309
.555
310
.549
311
.546
312
.543
313
.542
314
.535
315
.535
316
.536
317
.528
318
.527
319
.527
320
.525
321
.519
322
.510
323
.508
324
.500
325
.499
326
.492
327
.491
328
.488
329
.486
330
.484
331
.482
332
.480
333
.478
334
.477
335
.473
336
.472
337
.469
338
.465
339
.463
340
.463
341
.434
342
.427
343
.427
344
.423
345
.419
346
.394
347
.391
348
.383
349
.377
350
.372
351
.369
352
.326
353
.323
354
.315
355
.314
356
.309
357
.303
358
.301
359
.270
360
.266
361
.241
362
.224
363
.209
364
.209
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388

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