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
.942
6
.938
7
.928
8
.924
9
.920
10
.917
11
.914
12
.910
13
.909
14
.905
15
.904
16
.898
17
.896
18
.881
19
.880
20
.878
21
.877
22
.871
23
.868
24
.867
25
.864
26
.865
27
.865
28
.864
29
.863
30
.862
31
.861
32
.862
33
.860
34
.859
35
.858
36
.857
37
.857
38
.854
39
.851
40
.850
41
.850
42
.849
43
.847
44
.849
45
.844
46
.843
47
.843
48
.844
49
.843
50
.841
51
.841
52
.842
53
.842
54
.841
55
.841
56
.838
57
.839
58
.838
59
.837
60
.834
61
.835
62
.836
63
.835
64
.834
65
.834
66
.834
67
.833
68
.833
69
.832
70
.829
71
.830
72
.830
73
.828
74
.828
75
.829
76
.826
77
.826
78
.825
79
.824
80
.824
81
.823
82
.822
83
.823
84
.822
85
.821
86
.820
87
.820
88
.820
89
.820
90
.820
91
.818
92
.820
93
.820
94
.819
95
.819
96
.819
97
.818
98
.818
99
.818
100
.816
101
.815
102
.816
103
.814
104
.814
105
.814
106
.813
107
.814
108
.813
109
.812
110
.810
111
.811
112
.809
113
.807
114
.808
115
.808
116
.809
117
.807
118
.807
119
.805
120
.802
121
.801
122
.802
123
.803
124
.801
125
.797
126
.797
127
.798
128
.797
129
.797
130
.797
131
.796
132
.795
133
.793
134
.792
135
.791
136
.789
137
.789
138
.788
139
.788
140
.786
141
.786
142
.786
143
.785
144
.784
145
.784
146
.783
147
.784
148
.784
149
.783
150
.783
151
.783
152
.782
153
.782
154
.782
155
.780
156
.780
157
.780
158
.781
159
.780
160
.780
161
.779
162
.778
163
.777
164
.778
165
.776
166
.776
167
.775
168
.776
169
.775
170
.773
171
.773
172
.772
173
.770
174
.770
175
.770
176
.770
177
.769
178
.767
179
.767
180
.766
181
.766
182
.766
183
.766
184
.764
185
.765
186
.763
187
.763
188
.761
189
.760
190
.758
191
.758
192
.755
193
.754
194
.754
195
.752
196
.752
197
.752
198
.752
199
.751
200
.751
201
.748
202
.747
203
.748
204
.747
205
.747
206
.747
207
.746
208
.745
209
.745
210
.743
211
.742
212
.740
213
.739
214
.739
215
.738
216
.738
217
.736
218
.734
219
.734
220
.731
221
.730
222
.729
223
.729
224
.730
225
.726
226
.724
227
.723
228
.724
229
.723
230
.722
231
.721
232
.718
233
.717
234
.716
235
.718
236
.717
237
.715
238
.714
239
.714
240
.713
241
.713
242
.713
243
.711
244
.711
245
.711
246
.710
247
.709
248
.709
249
.708
250
.707
251
.706
252
.705
253
.704
254
.705
255
.704
256
.702
257
.703
258
.700
259
.699
260
.699
261
.698
262
.697
263
.694
264
.695
265
.694
266
.692
267
.692
268
.688
269
.686
270
.687
271
.686
272
.686
273
.683
274
.683
275
.684
276
.683
277
.682
278
.681
279
.678
280
.679
281
.678
282
.678
283
.673
284
.671
285
.667
286
.667
287
.665
288
.664
289
.663
290
.662
291
.661
292
.660
293
.659
294
.655
295
.655
296
.654
297
.654
298
.652
299
.652
300
.651
301
.649
302
.650
303
.648
304
.645
305
.646
306
.643
307
.642
308
.641
309
.641
310
.638
311
.636
312
.635
313
.633
314
.632
315
.621
316
.617
317
.614
318
.615
319
.611
320
.610
321
.609
322
.604
323
.604
324
.602
325
.600
326
.600
327
.599
328
.585
329
.582
330
.579
331
.579
332
.578
333
.578
334
.577
335
.575
336
.575
337
.571
338
.568
339
.559
340
.555
341
.553
342
.553
343
.547
344
.544
345
.539
346
.532
347
.532
348
.529
349
.516
350
.503
351
.500
352
.490
353
.481
354
.475
355
.461
356
.453
357
.451
358
.405
359
.388
360
.386
361
.385
362
.383
363
.379
364
.358
365
.280
366
.209
367
.209
368
.209
369
.208
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397

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