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
.944
6
.942
7
.938
8
.928
9
.924
10
.920
11
.917
12
.914
13
.910
14
.909
15
.905
16
.906
17
.904
18
.900
19
.898
20
.896
21
.881
22
.881
23
.880
24
.881
25
.878
26
.877
27
.871
28
.868
29
.867
30
.864
31
.865
32
.865
33
.863
34
.864
35
.863
36
.861
37
.862
38
.860
39
.859
40
.858
41
.857
42
.857
43
.854
44
.851
45
.850
46
.850
47
.849
48
.847
49
.849
50
.844
51
.843
52
.843
53
.844
54
.843
55
.841
56
.841
57
.842
58
.842
59
.841
60
.841
61
.838
62
.839
63
.838
64
.837
65
.834
66
.835
67
.836
68
.835
69
.834
70
.832
71
.834
72
.834
73
.833
74
.833
75
.832
76
.829
77
.830
78
.830
79
.828
80
.828
81
.829
82
.826
83
.826
84
.826
85
.825
86
.825
87
.824
88
.824
89
.823
90
.822
91
.823
92
.821
93
.822
94
.821
95
.820
96
.820
97
.820
98
.820
99
.820
100
.818
101
.820
102
.820
103
.819
104
.819
105
.819
106
.818
107
.818
108
.818
109
.818
110
.816
111
.815
112
.816
113
.814
114
.814
115
.814
116
.813
117
.814
118
.813
119
.812
120
.810
121
.811
122
.809
123
.807
124
.808
125
.808
126
.809
127
.807
128
.807
129
.805
130
.802
131
.801
132
.802
133
.803
134
.801
135
.797
136
.797
137
.798
138
.797
139
.797
140
.797
141
.795
142
.793
143
.792
144
.791
145
.789
146
.789
147
.788
148
.788
149
.786
150
.786
151
.786
152
.785
153
.784
154
.784
155
.783
156
.784
157
.784
158
.783
159
.783
160
.783
161
.782
162
.782
163
.782
164
.780
165
.780
166
.780
167
.781
168
.780
169
.780
170
.779
171
.778
172
.777
173
.778
174
.776
175
.776
176
.775
177
.776
178
.773
179
.775
180
.773
181
.773
182
.772
183
.770
184
.770
185
.770
186
.770
187
.769
188
.767
189
.767
190
.766
191
.766
192
.766
193
.766
194
.764
195
.765
196
.764
197
.763
198
.763
199
.761
200
.760
201
.758
202
.758
203
.755
204
.754
205
.755
206
.754
207
.752
208
.752
209
.752
210
.752
211
.751
212
.751
213
.748
214
.747
215
.748
216
.747
217
.747
218
.747
219
.746
220
.745
221
.745
222
.743
223
.742
224
.740
225
.741
226
.739
227
.739
228
.738
229
.738
230
.736
231
.734
232
.734
233
.731
234
.730
235
.729
236
.729
237
.729
238
.730
239
.728
240
.726
241
.724
242
.723
243
.724
244
.723
245
.722
246
.721
247
.721
248
.719
249
.718
250
.717
251
.716
252
.718
253
.717
254
.715
255
.714
256
.714
257
.713
258
.713
259
.713
260
.711
261
.711
262
.711
263
.710
264
.709
265
.709
266
.708
267
.707
268
.706
269
.705
270
.705
271
.704
272
.705
273
.704
274
.702
275
.703
276
.700
277
.699
278
.699
279
.698
280
.697
281
.694
282
.695
283
.694
284
.692
285
.692
286
.688
287
.686
288
.687
289
.686
290
.686
291
.683
292
.683
293
.684
294
.683
295
.684
296
.682
297
.681
298
.681
299
.678
300
.679
301
.678
302
.678
303
.673
304
.671
305
.670
306
.667
307
.667
308
.665
309
.664
310
.663
311
.662
312
.661
313
.660
314
.659
315
.655
316
.655
317
.654
318
.654
319
.652
320
.652
321
.651
322
.649
323
.650
324
.648
325
.645
326
.646
327
.643
328
.642
329
.641
330
.641
331
.639
332
.638
333
.636
334
.635
335
.633
336
.633
337
.632
338
.622
339
.621
340
.617
341
.614
342
.615
343
.611
344
.610
345
.609
346
.604
347
.604
348
.601
349
.602
350
.600
351
.600
352
.599
353
.589
354
.588
355
.585
356
.582
357
.579
358
.579
359
.578
360
.578
361
.578
362
.577
363
.575
364
.575
365
.571
366
.568
367
.559
368
.559
369
.555
370
.553
371
.553
372
.544
373
.539
374
.532
375
.529
376
.516
377
.503
378
.500
379
.490
380
.481
381
.475
382
.461
383
.453
384
.451
385
.449
386
.449
387
.405
388
.401
389
.400
390
.388
391
.386
392
.385
393
.383
394
.379
395
.358
396
.280
397
.209
398
.209
399
.209
400
.208
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432

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