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
.968
29
.966
30
.966
31
.967
32
.964
33
.965
34
.964
35
.964
36
.963
37
.963
38
.962
39
.963
40
.959
41
.960
42
.961
43
.961
44
.959
45
.959
46
.959
47
.960
48
.958
49
.958
50
.956
51
.957
52
.956
53
.956
54
.955
55
.955
56
.953
57
.953
58
.952
59
.955
60
.953
61
.952
62
.951
63
.952
64
.950
65
.951
66
.949
67
.951
68
.950
69
.949
70
.948
71
.949
72
.947
73
.946
74
.946
75
.944
76
.947
77
.947
78
.945
79
.946
80
.945
81
.945
82
.943
83
.944
84
.943
85
.943
86
.945
87
.943
88
.944
89
.943
90
.942
91
.941
92
.941
93
.940
94
.942
95
.940
96
.940
97
.939
98
.939
99
.936
100
.938
101
.937
102
.937
103
.936
104
.936
105
.934
106
.932
107
.932
108
.932
109
.930
110
.929
111
.930
112
.928
113
.930
114
.930
115
.927
116
.927
117
.927
118
.927
119
.926
120
.925
121
.926
122
.926
123
.925
124
.925
125
.922
126
.923
127
.923
128
.922
129
.921
130
.923
131
.920
132
.922
133
.919
134
.918
135
.917
136
.918
137
.916
138
.917
139
.916
140
.916
141
.915
142
.915
143
.912
144
.914
145
.911
146
.912
147
.912
148
.908
149
.909
150
.907
151
.906
152
.906
153
.905
154
.905
155
.902
156
.903
157
.901
158
.897
159
.901
160
.898
161
.897
162
.897
163
.897
164
.895
165
.895
166
.894
167
.893
168
.891
169
.891
170
.889
171
.889
172
.888
173
.888
174
.887
175
.889
176
.887
177
.887
178
.886
179
.883
180
.884
181
.883
182
.883
183
.880
184
.880
185
.879
186
.878
187
.878
188
.877
189
.876
190
.873
191
.874
192
.873
193
.873
194
.871
195
.871
196
.871
197
.871
198
.871
199
.870
200
.869
201
.869
202
.868
203
.867
204
.869
205
.867
206
.867
207
.865
208
.866
209
.865
210
.866
211
.865
212
.864
213
.862
214
.862
215
.862
216
.860
217
.857
218
.856
219
.856
220
.855
221
.854
222
.854
223
.852
224
.852
225
.852
226
.850
227
.848
228
.849
229
.849
230
.848
231
.845
232
.846
233
.845
234
.845
235
.844
236
.842
237
.841
238
.841
239
.840
240
.837
241
.837
242
.836
243
.835
244
.834
245
.835
246
.833
247
.833
248
.832
249
.832
250
.831
251
.830
252
.831
253
.831
254
.828
255
.828
256
.827
257
.820
258
.821
259
.820
260
.819
261
.820
262
.819
263
.817
264
.816
265
.816
266
.815
267
.813
268
.814
269
.814
270
.813
271
.813
272
.813
273
.810
274
.809
275
.808
276
.806
277
.809
278
.807
279
.805
280
.803
281
.800
282
.800
283
.800
284
.801
285
.799
286
.797
287
.795
288
.796
289
.794
290
.793
291
.794
292
.794
293
.793
294
.793
295
.791
296
.791
297
.791
298
.790
299
.789
300
.788
301
.789
302
.789
303
.788
304
.787
305
.789
306
.788
307
.787
308
.787
309
.784
310
.784
311
.782
312
.784
313
.781
314
.779
315
.780
316
.779
317
.774
318
.773
319
.772
320
.771
321
.771
322
.768
323
.767
324
.766
325
.765
326
.764
327
.763
328
.763
329
.763
330
.761
331
.758
332
.757
333
.753
334
.752
335
.751
336
.751
337
.749
338
.747
339
.748
340
.744
341
.744
342
.743
343
.739
344
.738
345
.737
346
.734
347
.730
348
.727
349
.725
350
.724
351
.724
352
.723
353
.722
354
.721
355
.722
356
.721
357
.721
358
.720
359
.720
360
.720
361
.720
362
.718
363
.717
364
.715
365
.714
366
.712
367
.711
368
.709
369
.707
370
.707
371
.705
372
.705
373
.704
374
.702
375
.697
376
.695
377
.694
378
.687
379
.687
380
.685
381
.679
382
.679
383
.676
384
.676
385
.675
386
.669
387
.666
388
.653
389
.652
390
.653
391
.653
392
.653
393
.653
394
.654
395
.654
396
.653
397
.653
398
.653
399
.654
400
.653
401
.653
402
.653
403
.652
404
.653
405
.651
406
.649
407
.640
408
.638
409
.638
410
.633
411
.626
412
.623
413
.623
414
.617
415
.614
416
.614
417
.613
418
.573
419
.532
420
.510
421
.463
422
.462
423
.405
424
.404
425
.404
426
.339
427
.270
428
.269
429
.269
430
.163
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458

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