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
.838
56
.839
57
.838
58
.837
59
.834
60
.835
61
.836
62
.835
63
.834
64
.834
65
.834
66
.833
67
.833
68
.832
69
.829
70
.830
71
.830
72
.828
73
.828
74
.829
75
.826
76
.826
77
.825
78
.824
79
.824
80
.823
81
.822
82
.823
83
.822
84
.821
85
.820
86
.820
87
.820
88
.820
89
.820
90
.818
91
.820
92
.820
93
.819
94
.819
95
.819
96
.818
97
.818
98
.818
99
.816
100
.815
101
.816
102
.814
103
.814
104
.814
105
.813
106
.814
107
.813
108
.812
109
.810
110
.811
111
.809
112
.807
113
.808
114
.808
115
.809
116
.807
117
.807
118
.805
119
.802
120
.801
121
.802
122
.803
123
.801
124
.797
125
.797
126
.798
127
.797
128
.797
129
.797
130
.795
131
.793
132
.792
133
.791
134
.789
135
.789
136
.788
137
.788
138
.786
139
.786
140
.786
141
.785
142
.784
143
.784
144
.783
145
.784
146
.784
147
.783
148
.783
149
.783
150
.782
151
.782
152
.782
153
.780
154
.780
155
.780
156
.781
157
.780
158
.780
159
.779
160
.778
161
.777
162
.778
163
.776
164
.776
165
.775
166
.776
167
.775
168
.773
169
.773
170
.772
171
.770
172
.770
173
.770
174
.770
175
.769
176
.767
177
.767
178
.766
179
.766
180
.766
181
.764
182
.765
183
.763
184
.763
185
.761
186
.760
187
.758
188
.758
189
.755
190
.754
191
.754
192
.752
193
.752
194
.752
195
.752
196
.751
197
.751
198
.748
199
.747
200
.748
201
.747
202
.747
203
.746
204
.745
205
.745
206
.743
207
.740
208
.739
209
.739
210
.738
211
.738
212
.736
213
.734
214
.734
215
.731
216
.730
217
.729
218
.729
219
.730
220
.726
221
.724
222
.723
223
.724
224
.723
225
.722
226
.721
227
.718
228
.717
229
.716
230
.718
231
.717
232
.715
233
.714
234
.714
235
.713
236
.713
237
.713
238
.711
239
.711
240
.711
241
.710
242
.709
243
.709
244
.708
245
.707
246
.706
247
.705
248
.704
249
.705
250
.704
251
.702
252
.703
253
.700
254
.699
255
.699
256
.698
257
.697
258
.694
259
.695
260
.694
261
.692
262
.692
263
.689
264
.687
265
.687
266
.688
267
.687
268
.687
269
.687
270
.687
271
.687
272
.686
273
.687
274
.686
275
.686
276
.683
277
.683
278
.684
279
.683
280
.682
281
.681
282
.678
283
.679
284
.678
285
.678
286
.673
287
.671
288
.667
289
.667
290
.665
291
.664
292
.663
293
.662
294
.661
295
.660
296
.659
297
.655
298
.655
299
.654
300
.654
301
.652
302
.652
303
.651
304
.649
305
.650
306
.648
307
.645
308
.646
309
.643
310
.642
311
.641
312
.641
313
.638
314
.636
315
.635
316
.633
317
.632
318
.621
319
.617
320
.614
321
.615
322
.611
323
.610
324
.609
325
.604
326
.604
327
.602
328
.600
329
.600
330
.599
331
.585
332
.582
333
.579
334
.579
335
.578
336
.578
337
.577
338
.575
339
.575
340
.571
341
.568
342
.559
343
.555
344
.553
345
.553
346
.547
347
.544
348
.539
349
.532
350
.532
351
.529
352
.516
353
.503
354
.500
355
.490
356
.481
357
.475
358
.461
359
.453
360
.451
361
.442
362
.405
363
.388
364
.386
365
.385
366
.383
367
.379
368
.358
369
.280
370
.209
371
.209
372
.209
373
.208
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400

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