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
.953
13
.955
14
.952
15
.952
16
.951
17
.950
18
.947
19
.944
20
.943
21
.940
22
.935
23
.935
24
.934
25
.933
26
.932
27
.925
28
.924
29
.923
30
.921
31
.921
32
.920
33
.920
34
.919
35
.920
36
.919
37
.918
38
.918
39
.916
40
.916
41
.914
42
.913
43
.913
44
.913
45
.909
46
.907
47
.906
48
.904
49
.903
50
.903
51
.901
52
.899
53
.895
54
.895
55
.894
56
.892
57
.890
58
.884
59
.882
60
.884
61
.884
62
.881
63
.882
64
.881
65
.881
66
.881
67
.879
68
.880
69
.878
70
.879
71
.880
72
.878
73
.877
74
.877
75
.876
76
.874
77
.875
78
.868
79
.867
80
.867
81
.866
82
.862
83
.859
84
.856
85
.855
86
.854
87
.854
88
.855
89
.853
90
.851
91
.845
92
.844
93
.842
94
.836
95
.835
96
.831
97
.829
98
.830
99
.828
100
.827
101
.826
102
.823
103
.821
104
.820
105
.820
106
.820
107
.820
108
.813
109
.812
110
.812
111
.810
112
.808
113
.803
114
.803
115
.799
116
.798
117
.798
118
.797
119
.798
120
.793
121
.793
122
.790
123
.790
124
.789
125
.785
126
.783
127
.783
128
.781
129
.778
130
.778
131
.775
132
.776
133
.775
134
.775
135
.773
136
.770
137
.768
138
.768
139
.762
140
.760
141
.760
142
.757
143
.758
144
.757
145
.756
146
.757
147
.755
148
.754
149
.754
150
.755
151
.753
152
.752
153
.753
154
.749
155
.749
156
.748
157
.750
158
.749
159
.748
160
.747
161
.749
162
.747
163
.747
164
.746
165
.746
166
.744
167
.744
168
.743
169
.742
170
.743
171
.742
172
.741
173
.741
174
.739
175
.739
176
.739
177
.739
178
.739
179
.738
180
.739
181
.738
182
.737
183
.737
184
.737
185
.738
186
.737
187
.737
188
.735
189
.736
190
.736
191
.734
192
.733
193
.734
194
.732
195
.732
196
.731
197
.731
198
.730
199
.730
200
.729
201
.728
202
.727
203
.728
204
.727
205
.723
206
.723
207
.718
208
.717
209
.715
210
.715
211
.714
212
.714
213
.711
214
.711
215
.710
216
.710
217
.707
218
.705
219
.705
220
.704
221
.703
222
.703
223
.701
224
.702
225
.700
226
.699
227
.697
228
.694
229
.695
230
.694
231
.693
232
.687
233
.688
234
.685
235
.685
236
.684
237
.684
238
.685
239
.683
240
.684
241
.684
242
.683
243
.683
244
.682
245
.682
246
.680
247
.682
248
.680
249
.680
250
.680
251
.680
252
.678
253
.679
254
.677
255
.677
256
.678
257
.675
258
.674
259
.672
260
.672
261
.671
262
.669
263
.670
264
.669
265
.666
266
.666
267
.665
268
.665
269
.665
270
.663
271
.663
272
.663
273
.662
274
.660
275
.659
276
.658
277
.658
278
.658
279
.656
280
.656
281
.653
282
.653
283
.650
284
.649
285
.649
286
.648
287
.648
288
.645
289
.646
290
.646
291
.643
292
.641
293
.638
294
.637
295
.636
296
.632
297
.631
298
.627
299
.627
300
.623
301
.623
302
.618
303
.613
304
.613
305
.614
306
.613
307
.613
308
.611
309
.611
310
.611
311
.609
312
.608
313
.608
314
.606
315
.606
316
.605
317
.605
318
.604
319
.604
320
.602
321
.597
322
.596
323
.593
324
.592
325
.591
326
.587
327
.586
328
.586
329
.580
330
.577
331
.577
332
.573
333
.570
334
.570
335
.569
336
.569
337
.568
338
.561
339
.555
340
.551
341
.549
342
.546
343
.543
344
.542
345
.535
346
.535
347
.536
348
.528
349
.527
350
.527
351
.525
352
.519
353
.510
354
.508
355
.507
356
.500
357
.499
358
.492
359
.491
360
.488
361
.486
362
.484
363
.482
364
.480
365
.478
366
.477
367
.473
368
.472
369
.469
370
.465
371
.463
372
.463
373
.434
374
.427
375
.427
376
.423
377
.419
378
.394
379
.391
380
.383
381
.377
382
.372
383
.369
384
.326
385
.323
386
.315
387
.314
388
.309
389
.303
390
.301
391
.270
392
.266
393
.241
394
.224
395
.209
396
.209
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420

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