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
.943
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
.795
132
.793
133
.792
134
.791
135
.789
136
.789
137
.788
138
.788
139
.786
140
.786
141
.786
142
.785
143
.784
144
.784
145
.783
146
.784
147
.784
148
.783
149
.783
150
.783
151
.782
152
.782
153
.782
154
.780
155
.780
156
.780
157
.781
158
.780
159
.780
160
.779
161
.778
162
.777
163
.778
164
.776
165
.776
166
.775
167
.776
168
.775
169
.773
170
.773
171
.772
172
.770
173
.770
174
.770
175
.770
176
.769
177
.767
178
.767
179
.767
180
.766
181
.766
182
.766
183
.764
184
.765
185
.763
186
.763
187
.761
188
.760
189
.758
190
.758
191
.755
192
.754
193
.754
194
.752
195
.752
196
.752
197
.752
198
.751
199
.751
200
.748
201
.747
202
.748
203
.747
204
.747
205
.747
206
.746
207
.745
208
.745
209
.743
210
.740
211
.739
212
.739
213
.738
214
.738
215
.736
216
.734
217
.734
218
.731
219
.730
220
.729
221
.729
222
.730
223
.726
224
.724
225
.723
226
.724
227
.723
228
.722
229
.721
230
.718
231
.717
232
.716
233
.718
234
.717
235
.715
236
.714
237
.714
238
.713
239
.713
240
.713
241
.711
242
.711
243
.711
244
.710
245
.709
246
.709
247
.708
248
.707
249
.706
250
.705
251
.704
252
.705
253
.704
254
.702
255
.703
256
.700
257
.699
258
.699
259
.698
260
.697
261
.694
262
.695
263
.694
264
.692
265
.692
266
.689
267
.687
268
.687
269
.688
270
.687
271
.687
272
.687
273
.687
274
.687
275
.687
276
.686
277
.687
278
.686
279
.686
280
.683
281
.683
282
.684
283
.683
284
.682
285
.681
286
.678
287
.679
288
.678
289
.678
290
.673
291
.671
292
.667
293
.667
294
.665
295
.664
296
.663
297
.662
298
.661
299
.660
300
.659
301
.655
302
.655
303
.654
304
.654
305
.652
306
.652
307
.651
308
.649
309
.650
310
.648
311
.645
312
.646
313
.643
314
.642
315
.641
316
.641
317
.638
318
.636
319
.635
320
.633
321
.632
322
.621
323
.617
324
.614
325
.615
326
.611
327
.610
328
.609
329
.604
330
.604
331
.602
332
.600
333
.600
334
.599
335
.585
336
.582
337
.579
338
.579
339
.578
340
.578
341
.577
342
.575
343
.575
344
.571
345
.568
346
.559
347
.555
348
.553
349
.553
350
.547
351
.544
352
.539
353
.532
354
.532
355
.529
356
.516
357
.503
358
.500
359
.490
360
.481
361
.475
362
.461
363
.453
364
.451
365
.442
366
.405
367
.388
368
.386
369
.385
370
.383
371
.379
372
.358
373
.280
374
.209
375
.209
376
.209
377
.208
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404

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