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
.938
6
.928
7
.924
8
.920
9
.917
10
.914
11
.910
12
.909
13
.905
14
.904
15
.898
16
.896
17
.881
18
.880
19
.878
20
.877
21
.871
22
.868
23
.867
24
.864
25
.865
26
.865
27
.864
28
.863
29
.862
30
.861
31
.862
32
.860
33
.859
34
.858
35
.857
36
.857
37
.854
38
.851
39
.850
40
.850
41
.849
42
.847
43
.849
44
.844
45
.843
46
.843
47
.844
48
.843
49
.841
50
.841
51
.842
52
.842
53
.841
54
.841
55
.839
56
.837
57
.834
58
.835
59
.835
60
.834
61
.834
62
.833
63
.833
64
.832
65
.829
66
.830
67
.830
68
.828
69
.828
70
.829
71
.826
72
.825
73
.824
74
.824
75
.823
76
.822
77
.823
78
.822
79
.821
80
.820
81
.820
82
.820
83
.818
84
.820
85
.820
86
.819
87
.819
88
.818
89
.818
90
.818
91
.816
92
.815
93
.816
94
.814
95
.813
96
.814
97
.813
98
.812
99
.810
100
.811
101
.807
102
.808
103
.809
104
.807
105
.805
106
.801
107
.802
108
.801
109
.797
110
.797
111
.798
112
.797
113
.797
114
.795
115
.793
116
.792
117
.791
118
.789
119
.789
120
.788
121
.788
122
.786
123
.786
124
.786
125
.785
126
.784
127
.784
128
.783
129
.784
130
.784
131
.783
132
.783
133
.783
134
.782
135
.782
136
.782
137
.780
138
.780
139
.781
140
.779
141
.778
142
.778
143
.776
144
.776
145
.776
146
.775
147
.773
148
.773
149
.772
150
.770
151
.770
152
.770
153
.770
154
.769
155
.767
156
.767
157
.766
158
.766
159
.764
160
.765
161
.763
162
.763
163
.761
164
.760
165
.758
166
.755
167
.754
168
.754
169
.752
170
.752
171
.752
172
.752
173
.751
174
.751
175
.748
176
.747
177
.748
178
.747
179
.747
180
.745
181
.745
182
.740
183
.739
184
.739
185
.738
186
.738
187
.736
188
.734
189
.734
190
.731
191
.730
192
.729
193
.729
194
.726
195
.724
196
.723
197
.724
198
.723
199
.722
200
.721
201
.718
202
.717
203
.717
204
.715
205
.714
206
.714
207
.713
208
.713
209
.711
210
.711
211
.711
212
.710
213
.709
214
.709
215
.708
216
.707
217
.706
218
.705
219
.704
220
.705
221
.704
222
.702
223
.703
224
.700
225
.699
226
.699
227
.698
228
.697
229
.694
230
.695
231
.694
232
.692
233
.692
234
.689
235
.687
236
.687
237
.687
238
.687
239
.687
240
.687
241
.687
242
.686
243
.687
244
.686
245
.686
246
.683
247
.683
248
.684
249
.683
250
.682
251
.681
252
.678
253
.679
254
.678
255
.678
256
.673
257
.671
258
.667
259
.667
260
.665
261
.664
262
.663
263
.662
264
.661
265
.660
266
.659
267
.655
268
.655
269
.654
270
.654
271
.652
272
.652
273
.651
274
.649
275
.650
276
.648
277
.645
278
.646
279
.643
280
.642
281
.641
282
.638
283
.636
284
.635
285
.632
286
.621
287
.617
288
.614
289
.615
290
.611
291
.610
292
.609
293
.604
294
.602
295
.600
296
.600
297
.599
298
.585
299
.582
300
.579
301
.579
302
.578
303
.578
304
.577
305
.575
306
.575
307
.571
308
.559
309
.555
310
.553
311
.553
312
.547
313
.544
314
.539
315
.532
316
.529
317
.516
318
.503
319
.500
320
.490
321
.481
322
.475
323
.461
324
.453
325
.451
326
.442
327
.405
328
.388
329
.385
330
.383
331
.379
332
.358
333
.280
334
.209
335
.209
336
.209
337
.208
338
X
339
X
340
X
341
X
342
X
343
X
344
X
345
X
346
X
347
X
348
X
349
X
350
X
351
X
352
X
353
X
354
X
355
X
356
X
357
X
358
X
359
X
360
X
361
X
362
X
363
X
364
X

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