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
.987
2
.987
3
.986
4
.985
5
.987
6
.984
7
.983
8
.983
9
.983
10
.984
11
.983
12
.981
13
.980
14
.979
15
.977
16
.978
17
.979
18
.978
19
.977
20
.977
21
.975
22
.975
23
.972
24
.972
25
.970
26
.969
27
.969
28
.970
29
.968
30
.968
31
.968
32
.966
33
.966
34
.967
35
.964
36
.964
37
.964
38
.963
39
.962
40
.963
41
.959
42
.960
43
.961
44
.961
45
.959
46
.959
47
.960
48
.958
49
.957
50
.956
51
.956
52
.955
53
.955
54
.953
55
.953
56
.952
57
.952
58
.953
59
.952
60
.951
61
.950
62
.951
63
.949
64
.951
65
.950
66
.949
67
.948
68
.949
69
.947
70
.946
71
.946
72
.946
73
.944
74
.947
75
.945
76
.946
77
.945
78
.945
79
.943
80
.944
81
.943
82
.943
83
.945
84
.943
85
.944
86
.942
87
.941
88
.941
89
.942
90
.940
91
.940
92
.941
93
.939
94
.939
95
.936
96
.937
97
.937
98
.936
99
.936
100
.936
101
.934
102
.932
103
.932
104
.932
105
.930
106
.929
107
.930
108
.928
109
.930
110
.930
111
.927
112
.927
113
.927
114
.927
115
.926
116
.925
117
.926
118
.926
119
.925
120
.925
121
.922
122
.923
123
.923
124
.921
125
.920
126
.922
127
.919
128
.918
129
.917
130
.918
131
.916
132
.917
133
.916
134
.916
135
.915
136
.915
137
.914
138
.912
139
.914
140
.911
141
.912
142
.912
143
.908
144
.909
145
.906
146
.906
147
.905
148
.905
149
.902
150
.903
151
.901
152
.901
153
.898
154
.897
155
.897
156
.897
157
.895
158
.894
159
.893
160
.891
161
.891
162
.889
163
.889
164
.888
165
.888
166
.887
167
.889
168
.887
169
.887
170
.886
171
.883
172
.884
173
.883
174
.883
175
.880
176
.880
177
.879
178
.878
179
.878
180
.877
181
.876
182
.873
183
.874
184
.873
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
.850
214
.851
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
.800
266
.800
267
.800
268
.801
269
.799
270
.797
271
.795
272
.796
273
.794
274
.793
275
.794
276
.794
277
.793
278
.793
279
.791
280
.791
281
.791
282
.790
283
.789
284
.788
285
.789
286
.789
287
.788
288
.787
289
.789
290
.788
291
.787
292
.787
293
.784
294
.784
295
.782
296
.784
297
.781
298
.779
299
.780
300
.779
301
.774
302
.773
303
.772
304
.771
305
.771
306
.767
307
.764
308
.763
309
.763
310
.763
311
.761
312
.758
313
.757
314
.755
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
.667
364
.666
365
.653
366
.652
367
.653
368
.653
369
.653
370
.653
371
.654
372
.653
373
.653
374
.654
375
.653
376
.653
377
.653
378
.652
379
.653
380
.651
381
.649
382
.640
383
.638
384
.633
385
.626
386
.623
387
.623
388
.617
389
.614
390
.614
391
.613
392
.573
393
.532
394
.510
395
.463
396
.462
397
.430
398
.405
399
.404
400
.404
401
.339
402
.270
403
.269
404
.269
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

0.95.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: max_texture