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_selectivity")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.981
2
.977
3
.977
4
.968
5
.944
6
.942
7
.938
8
.931
9
.928
10
.924
11
.920
12
.917
13
.914
14
.910
15
.909
16
.905
17
.906
18
.904
19
.900
20
.898
21
.896
22
.881
23
.881
24
.880
25
.881
26
.878
27
.877
28
.871
29
.868
30
.867
31
.864
32
.865
33
.865
34
.863
35
.864
36
.863
37
.861
38
.862
39
.860
40
.859
41
.858
42
.857
43
.857
44
.854
45
.851
46
.850
47
.850
48
.849
49
.847
50
.849
51
.844
52
.843
53
.843
54
.844
55
.843
56
.841
57
.841
58
.842
59
.842
60
.841
61
.841
62
.838
63
.839
64
.838
65
.837
66
.834
67
.835
68
.836
69
.835
70
.834
71
.832
72
.834
73
.834
74
.833
75
.833
76
.832
77
.829
78
.830
79
.830
80
.828
81
.828
82
.829
83
.826
84
.826
85
.826
86
.825
87
.825
88
.824
89
.824
90
.823
91
.822
92
.823
93
.821
94
.822
95
.821
96
.820
97
.820
98
.820
99
.820
100
.820
101
.818
102
.820
103
.820
104
.819
105
.819
106
.819
107
.818
108
.818
109
.818
110
.818
111
.816
112
.817
113
.815
114
.816
115
.814
116
.814
117
.814
118
.813
119
.814
120
.813
121
.812
122
.810
123
.811
124
.809
125
.807
126
.808
127
.808
128
.809
129
.807
130
.807
131
.805
132
.802
133
.801
134
.802
135
.803
136
.801
137
.797
138
.797
139
.798
140
.797
141
.797
142
.797
143
.795
144
.793
145
.792
146
.791
147
.789
148
.789
149
.788
150
.788
151
.786
152
.786
153
.786
154
.785
155
.784
156
.784
157
.783
158
.784
159
.784
160
.783
161
.783
162
.783
163
.782
164
.782
165
.782
166
.780
167
.780
168
.780
169
.781
170
.780
171
.780
172
.779
173
.778
174
.779
175
.777
176
.778
177
.776
178
.776
179
.775
180
.776
181
.773
182
.775
183
.773
184
.773
185
.772
186
.770
187
.770
188
.770
189
.770
190
.769
191
.767
192
.767
193
.767
194
.766
195
.766
196
.766
197
.766
198
.764
199
.765
200
.764
201
.763
202
.763
203
.761
204
.760
205
.758
206
.758
207
.755
208
.754
209
.755
210
.754
211
.752
212
.752
213
.752
214
.752
215
.751
216
.751
217
.748
218
.747
219
.748
220
.747
221
.747
222
.747
223
.746
224
.745
225
.745
226
.743
227
.742
228
.742
229
.740
230
.741
231
.739
232
.739
233
.738
234
.738
235
.736
236
.734
237
.734
238
.731
239
.730
240
.729
241
.729
242
.729
243
.730
244
.728
245
.726
246
.724
247
.723
248
.724
249
.724
250
.723
251
.722
252
.721
253
.721
254
.721
255
.719
256
.718
257
.717
258
.716
259
.718
260
.717
261
.715
262
.714
263
.714
264
.713
265
.713
266
.713
267
.711
268
.711
269
.711
270
.710
271
.709
272
.709
273
.708
274
.707
275
.706
276
.705
277
.705
278
.704
279
.705
280
.704
281
.702
282
.703
283
.700
284
.699
285
.699
286
.698
287
.697
288
.694
289
.695
290
.694
291
.692
292
.692
293
.688
294
.686
295
.687
296
.686
297
.686
298
.683
299
.683
300
.684
301
.683
302
.684
303
.682
304
.681
305
.681
306
.679
307
.678
308
.679
309
.678
310
.678
311
.673
312
.671
313
.670
314
.667
315
.667
316
.665
317
.664
318
.663
319
.662
320
.661
321
.660
322
.659
323
.655
324
.655
325
.654
326
.654
327
.652
328
.652
329
.651
330
.649
331
.649
332
.650
333
.648
334
.645
335
.646
336
.643
337
.643
338
.642
339
.642
340
.641
341
.641
342
.639
343
.639
344
.638
345
.636
346
.635
347
.633
348
.633
349
.632
350
.629
351
.628
352
.622
353
.621
354
.617
355
.616
356
.614
357
.615
358
.611
359
.610
360
.609
361
.604
362
.604
363
.601
364
.602
365
.600
366
.600
367
.599
368
.596
369
.594
370
.589
371
.589
372
.588
373
.585
374
.582
375
.579
376
.579
377
.578
378
.578
379
.578
380
.577
381
.575
382
.575
383
.571
384
.568
385
.562
386
.559
387
.559
388
.555
389
.553
390
.553
391
.544
392
.539
393
.532
394
.529
395
.516
396
.503
397
.500
398
.490
399
.481
400
.475
401
.461
402
.453
403
.451
404
.449
405
.449
406
.405
407
.401
408
.400
409
.388
410
.386
411
.385
412
.383
413
.379
414
.372
415
.358
416
.280
417
.209
418
.209
419
.209
420
.208
421
.208
422
.208
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452

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_selectivity