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
.893
57
.892
58
.890
59
.884
60
.882
61
.884
62
.884
63
.881
64
.882
65
.881
66
.881
67
.881
68
.879
69
.880
70
.878
71
.879
72
.880
73
.878
74
.877
75
.879
76
.877
77
.876
78
.874
79
.875
80
.868
81
.867
82
.867
83
.866
84
.862
85
.859
86
.856
87
.855
88
.854
89
.854
90
.855
91
.853
92
.851
93
.845
94
.844
95
.842
96
.836
97
.835
98
.831
99
.829
100
.830
101
.828
102
.827
103
.826
104
.823
105
.821
106
.820
107
.820
108
.820
109
.820
110
.813
111
.813
112
.812
113
.812
114
.810
115
.808
116
.803
117
.803
118
.799
119
.798
120
.798
121
.797
122
.798
123
.793
124
.793
125
.790
126
.790
127
.789
128
.785
129
.783
130
.783
131
.781
132
.778
133
.778
134
.775
135
.776
136
.775
137
.775
138
.773
139
.770
140
.768
141
.768
142
.762
143
.760
144
.760
145
.757
146
.758
147
.757
148
.756
149
.757
150
.755
151
.754
152
.754
153
.755
154
.753
155
.752
156
.753
157
.749
158
.749
159
.748
160
.750
161
.749
162
.748
163
.747
164
.749
165
.747
166
.747
167
.746
168
.746
169
.744
170
.744
171
.743
172
.742
173
.743
174
.742
175
.741
176
.741
177
.739
178
.739
179
.739
180
.739
181
.739
182
.738
183
.739
184
.738
185
.737
186
.737
187
.737
188
.738
189
.737
190
.737
191
.735
192
.736
193
.736
194
.734
195
.733
196
.734
197
.732
198
.732
199
.731
200
.731
201
.730
202
.730
203
.729
204
.728
205
.727
206
.728
207
.727
208
.723
209
.723
210
.718
211
.717
212
.715
213
.715
214
.714
215
.714
216
.711
217
.711
218
.710
219
.710
220
.707
221
.705
222
.705
223
.704
224
.703
225
.703
226
.701
227
.702
228
.700
229
.699
230
.697
231
.694
232
.695
233
.694
234
.693
235
.687
236
.688
237
.685
238
.685
239
.684
240
.684
241
.685
242
.683
243
.684
244
.684
245
.683
246
.683
247
.682
248
.682
249
.680
250
.682
251
.680
252
.680
253
.680
254
.680
255
.678
256
.679
257
.677
258
.677
259
.678
260
.675
261
.674
262
.672
263
.672
264
.671
265
.669
266
.670
267
.669
268
.666
269
.666
270
.665
271
.665
272
.665
273
.663
274
.663
275
.663
276
.662
277
.660
278
.659
279
.658
280
.658
281
.658
282
.656
283
.656
284
.653
285
.653
286
.650
287
.649
288
.649
289
.648
290
.648
291
.645
292
.646
293
.646
294
.643
295
.641
296
.638
297
.637
298
.636
299
.632
300
.631
301
.627
302
.627
303
.623
304
.623
305
.618
306
.613
307
.613
308
.614
309
.613
310
.613
311
.611
312
.611
313
.611
314
.609
315
.608
316
.608
317
.606
318
.606
319
.605
320
.605
321
.604
322
.604
323
.602
324
.597
325
.596
326
.593
327
.592
328
.591
329
.587
330
.586
331
.586
332
.580
333
.577
334
.577
335
.573
336
.570
337
.570
338
.569
339
.569
340
.568
341
.561
342
.555
343
.551
344
.549
345
.546
346
.543
347
.542
348
.536
349
.535
350
.535
351
.536
352
.528
353
.527
354
.527
355
.525
356
.519
357
.510
358
.508
359
.507
360
.500
361
.499
362
.492
363
.491
364
.488
365
.486
366
.484
367
.482
368
.480
369
.478
370
.477
371
.473
372
.472
373
.469
374
.465
375
.463
376
.463
377
.434
378
.427
379
.427
380
.423
381
.419
382
.394
383
.391
384
.383
385
.377
386
.372
387
.369
388
.326
389
.323
390
.315
391
.314
392
.309
393
.303
394
.301
395
.270
396
.266
397
.241
398
.224
399
.209
400
.209
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424

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