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
.815
113
.816
114
.814
115
.814
116
.814
117
.813
118
.814
119
.813
120
.812
121
.810
122
.811
123
.809
124
.807
125
.808
126
.808
127
.809
128
.807
129
.807
130
.805
131
.802
132
.801
133
.802
134
.803
135
.801
136
.797
137
.797
138
.798
139
.797
140
.797
141
.797
142
.795
143
.793
144
.792
145
.791
146
.789
147
.789
148
.788
149
.788
150
.786
151
.786
152
.786
153
.785
154
.784
155
.784
156
.783
157
.784
158
.784
159
.783
160
.783
161
.783
162
.782
163
.782
164
.782
165
.780
166
.780
167
.780
168
.781
169
.780
170
.780
171
.779
172
.778
173
.777
174
.778
175
.776
176
.776
177
.775
178
.776
179
.773
180
.775
181
.773
182
.773
183
.772
184
.770
185
.770
186
.770
187
.770
188
.769
189
.767
190
.767
191
.766
192
.766
193
.766
194
.766
195
.764
196
.765
197
.764
198
.763
199
.763
200
.761
201
.760
202
.758
203
.758
204
.755
205
.754
206
.755
207
.754
208
.752
209
.752
210
.752
211
.752
212
.751
213
.751
214
.748
215
.747
216
.748
217
.747
218
.747
219
.747
220
.746
221
.745
222
.745
223
.743
224
.742
225
.742
226
.740
227
.741
228
.739
229
.739
230
.738
231
.738
232
.736
233
.734
234
.734
235
.731
236
.730
237
.729
238
.729
239
.729
240
.730
241
.728
242
.726
243
.724
244
.723
245
.724
246
.724
247
.723
248
.722
249
.721
250
.721
251
.719
252
.718
253
.717
254
.716
255
.718
256
.717
257
.715
258
.714
259
.714
260
.713
261
.713
262
.713
263
.711
264
.711
265
.711
266
.710
267
.709
268
.709
269
.708
270
.707
271
.706
272
.705
273
.705
274
.704
275
.705
276
.704
277
.702
278
.703
279
.700
280
.699
281
.699
282
.698
283
.697
284
.694
285
.695
286
.694
287
.692
288
.692
289
.688
290
.686
291
.687
292
.686
293
.686
294
.683
295
.683
296
.684
297
.683
298
.684
299
.682
300
.681
301
.681
302
.678
303
.679
304
.678
305
.678
306
.673
307
.671
308
.670
309
.667
310
.667
311
.665
312
.664
313
.663
314
.662
315
.661
316
.660
317
.659
318
.655
319
.655
320
.654
321
.654
322
.652
323
.652
324
.651
325
.649
326
.650
327
.648
328
.645
329
.646
330
.643
331
.642
332
.641
333
.641
334
.639
335
.638
336
.636
337
.635
338
.633
339
.633
340
.632
341
.628
342
.622
343
.621
344
.617
345
.614
346
.615
347
.611
348
.610
349
.609
350
.604
351
.604
352
.601
353
.602
354
.600
355
.600
356
.599
357
.589
358
.588
359
.585
360
.582
361
.579
362
.579
363
.578
364
.578
365
.578
366
.577
367
.575
368
.575
369
.571
370
.568
371
.559
372
.559
373
.555
374
.553
375
.553
376
.544
377
.539
378
.532
379
.529
380
.516
381
.503
382
.500
383
.490
384
.481
385
.475
386
.461
387
.453
388
.451
389
.449
390
.449
391
.405
392
.401
393
.400
394
.388
395
.386
396
.385
397
.383
398
.379
399
.372
400
.358
401
.280
402
.209
403
.209
404
.209
405
.208
406
.208
407
.208
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439

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