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
.832
64
.829
65
.830
66
.830
67
.828
68
.828
69
.829
70
.826
71
.825
72
.824
73
.824
74
.823
75
.822
76
.823
77
.822
78
.821
79
.820
80
.820
81
.820
82
.818
83
.820
84
.820
85
.819
86
.819
87
.818
88
.818
89
.818
90
.816
91
.815
92
.816
93
.814
94
.813
95
.814
96
.813
97
.812
98
.810
99
.811
100
.807
101
.808
102
.809
103
.807
104
.805
105
.801
106
.802
107
.803
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
.780
140
.781
141
.780
142
.780
143
.779
144
.778
145
.777
146
.778
147
.776
148
.776
149
.776
150
.775
151
.773
152
.773
153
.772
154
.770
155
.770
156
.770
157
.770
158
.769
159
.767
160
.767
161
.766
162
.766
163
.764
164
.765
165
.763
166
.763
167
.761
168
.760
169
.758
170
.755
171
.754
172
.754
173
.752
174
.752
175
.752
176
.752
177
.751
178
.751
179
.748
180
.747
181
.748
182
.747
183
.747
184
.745
185
.745
186
.740
187
.739
188
.739
189
.738
190
.738
191
.736
192
.734
193
.734
194
.731
195
.730
196
.729
197
.729
198
.726
199
.724
200
.723
201
.724
202
.723
203
.722
204
.721
205
.718
206
.717
207
.717
208
.715
209
.714
210
.714
211
.713
212
.713
213
.711
214
.711
215
.711
216
.710
217
.709
218
.709
219
.708
220
.707
221
.706
222
.705
223
.704
224
.705
225
.704
226
.702
227
.703
228
.700
229
.699
230
.699
231
.698
232
.697
233
.694
234
.695
235
.694
236
.692
237
.692
238
.689
239
.687
240
.687
241
.687
242
.687
243
.687
244
.687
245
.687
246
.686
247
.687
248
.686
249
.686
250
.683
251
.683
252
.684
253
.683
254
.682
255
.681
256
.678
257
.679
258
.678
259
.678
260
.673
261
.671
262
.667
263
.667
264
.665
265
.664
266
.663
267
.662
268
.661
269
.660
270
.659
271
.655
272
.655
273
.654
274
.654
275
.652
276
.652
277
.651
278
.649
279
.650
280
.648
281
.645
282
.646
283
.643
284
.642
285
.641
286
.638
287
.636
288
.635
289
.632
290
.621
291
.617
292
.614
293
.615
294
.611
295
.610
296
.609
297
.604
298
.602
299
.600
300
.600
301
.599
302
.585
303
.582
304
.579
305
.579
306
.578
307
.578
308
.577
309
.575
310
.575
311
.571
312
.559
313
.555
314
.553
315
.553
316
.547
317
.544
318
.539
319
.532
320
.529
321
.516
322
.503
323
.500
324
.490
325
.481
326
.475
327
.461
328
.453
329
.451
330
.442
331
.405
332
.388
333
.385
334
.383
335
.379
336
.358
337
.280
338
.209
339
.209
340
.209
341
.208
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368

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