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-max_texture")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.986
2
.985
3
.987
4
.984
5
.983
6
.983
7
.983
8
.983
9
.981
10
.980
11
.979
12
.977
13
.978
14
.979
15
.978
16
.977
17
.977
18
.975
19
.975
20
.972
21
.970
22
.969
23
.969
24
.970
25
.968
26
.968
27
.968
28
.966
29
.966
30
.967
31
.964
32
.964
33
.964
34
.963
35
.963
36
.962
37
.963
38
.959
39
.960
40
.961
41
.961
42
.959
43
.959
44
.960
45
.958
46
.957
47
.956
48
.956
49
.955
50
.955
51
.953
52
.953
53
.952
54
.955
55
.953
56
.952
57
.951
58
.952
59
.950
60
.951
61
.949
62
.951
63
.950
64
.949
65
.948
66
.949
67
.947
68
.946
69
.946
70
.944
71
.947
72
.945
73
.946
74
.945
75
.945
76
.943
77
.944
78
.943
79
.943
80
.945
81
.943
82
.944
83
.942
84
.941
85
.941
86
.942
87
.940
88
.940
89
.939
90
.939
91
.936
92
.937
93
.937
94
.936
95
.936
96
.934
97
.932
98
.932
99
.932
100
.930
101
.929
102
.930
103
.928
104
.930
105
.930
106
.927
107
.927
108
.927
109
.927
110
.926
111
.925
112
.926
113
.926
114
.925
115
.925
116
.922
117
.923
118
.923
119
.922
120
.921
121
.920
122
.922
123
.919
124
.918
125
.917
126
.918
127
.916
128
.917
129
.916
130
.916
131
.915
132
.915
133
.914
134
.912
135
.914
136
.911
137
.912
138
.912
139
.908
140
.909
141
.906
142
.906
143
.905
144
.905
145
.902
146
.903
147
.901
148
.901
149
.898
150
.897
151
.897
152
.897
153
.895
154
.895
155
.894
156
.893
157
.891
158
.891
159
.889
160
.889
161
.888
162
.888
163
.887
164
.889
165
.887
166
.887
167
.886
168
.883
169
.884
170
.883
171
.883
172
.880
173
.880
174
.879
175
.878
176
.878
177
.877
178
.876
179
.873
180
.874
181
.873
182
.873
183
.871
184
.871
185
.871
186
.871
187
.871
188
.869
189
.869
190
.868
191
.867
192
.869
193
.867
194
.867
195
.865
196
.866
197
.865
198
.866
199
.865
200
.864
201
.862
202
.862
203
.862
204
.860
205
.857
206
.856
207
.856
208
.855
209
.854
210
.854
211
.852
212
.852
213
.852
214
.850
215
.848
216
.849
217
.849
218
.848
219
.845
220
.846
221
.845
222
.845
223
.844
224
.842
225
.841
226
.840
227
.837
228
.837
229
.836
230
.835
231
.834
232
.835
233
.833
234
.833
235
.832
236
.832
237
.831
238
.830
239
.831
240
.831
241
.828
242
.828
243
.827
244
.820
245
.821
246
.820
247
.819
248
.820
249
.819
250
.817
251
.816
252
.816
253
.815
254
.813
255
.814
256
.814
257
.813
258
.813
259
.809
260
.808
261
.806
262
.809
263
.807
264
.805
265
.803
266
.800
267
.800
268
.800
269
.801
270
.799
271
.797
272
.795
273
.796
274
.794
275
.793
276
.794
277
.794
278
.793
279
.793
280
.791
281
.791
282
.791
283
.790
284
.789
285
.788
286
.789
287
.789
288
.788
289
.787
290
.789
291
.788
292
.787
293
.787
294
.784
295
.784
296
.782
297
.784
298
.781
299
.779
300
.780
301
.779
302
.774
303
.773
304
.772
305
.771
306
.771
307
.767
308
.764
309
.763
310
.763
311
.763
312
.761
313
.758
314
.757
315
.753
316
.752
317
.751
318
.751
319
.747
320
.748
321
.744
322
.743
323
.739
324
.738
325
.737
326
.734
327
.730
328
.727
329
.725
330
.724
331
.724
332
.723
333
.722
334
.721
335
.722
336
.721
337
.721
338
.720
339
.720
340
.720
341
.720
342
.718
343
.717
344
.714
345
.712
346
.711
347
.709
348
.707
349
.705
350
.705
351
.704
352
.702
353
.697
354
.694
355
.687
356
.685
357
.679
358
.679
359
.676
360
.676
361
.675
362
.669
363
.666
364
.653
365
.652
366
.653
367
.653
368
.653
369
.653
370
.654
371
.653
372
.653
373
.654
374
.653
375
.653
376
.653
377
.652
378
.653
379
.651
380
.649
381
.640
382
.638
383
.633
384
.626
385
.623
386
.623
387
.617
388
.614
389
.614
390
.613
391
.573
392
.532
393
.510
394
.463
395
.462
396
.405
397
.404
398
.404
399
.339
400
.270
401
.269
402
.269
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
433

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

0.95.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: max_texture