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
.987
5
.984
6
.983
7
.983
8
.983
9
.984
10
.983
11
.980
12
.979
13
.977
14
.978
15
.979
16
.978
17
.977
18
.977
19
.975
20
.975
21
.972
22
.972
23
.970
24
.969
25
.969
26
.970
27
.968
28
.968
29
.968
30
.966
31
.966
32
.967
33
.964
34
.964
35
.964
36
.963
37
.962
38
.963
39
.959
40
.960
41
.961
42
.961
43
.959
44
.959
45
.960
46
.958
47
.957
48
.956
49
.956
50
.955
51
.955
52
.953
53
.953
54
.952
55
.952
56
.953
57
.952
58
.951
59
.950
60
.951
61
.949
62
.951
63
.950
64
.948
65
.949
66
.947
67
.946
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
.941
90
.939
91
.939
92
.936
93
.937
94
.937
95
.936
96
.936
97
.936
98
.934
99
.932
100
.932
101
.932
102
.930
103
.929
104
.930
105
.928
106
.930
107
.930
108
.927
109
.927
110
.927
111
.926
112
.925
113
.926
114
.926
115
.925
116
.925
117
.922
118
.923
119
.923
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
.894
155
.893
156
.891
157
.891
158
.889
159
.889
160
.888
161
.888
162
.887
163
.889
164
.887
165
.887
166
.886
167
.883
168
.884
169
.883
170
.883
171
.880
172
.880
173
.879
174
.878
175
.878
176
.877
177
.876
178
.873
179
.874
180
.873
181
.871
182
.871
183
.871
184
.869
185
.869
186
.868
187
.867
188
.869
189
.867
190
.867
191
.865
192
.866
193
.865
194
.866
195
.865
196
.864
197
.862
198
.862
199
.862
200
.860
201
.857
202
.856
203
.856
204
.855
205
.854
206
.854
207
.852
208
.852
209
.850
210
.851
211
.848
212
.849
213
.848
214
.845
215
.846
216
.845
217
.845
218
.844
219
.842
220
.841
221
.840
222
.837
223
.837
224
.836
225
.835
226
.834
227
.835
228
.833
229
.833
230
.832
231
.832
232
.831
233
.830
234
.831
235
.831
236
.828
237
.828
238
.827
239
.820
240
.821
241
.820
242
.819
243
.820
244
.819
245
.817
246
.816
247
.816
248
.815
249
.813
250
.814
251
.814
252
.813
253
.813
254
.809
255
.808
256
.806
257
.809
258
.807
259
.805
260
.800
261
.800
262
.800
263
.801
264
.799
265
.797
266
.795
267
.796
268
.794
269
.793
270
.794
271
.794
272
.793
273
.793
274
.791
275
.791
276
.791
277
.790
278
.789
279
.788
280
.789
281
.789
282
.788
283
.787
284
.789
285
.788
286
.787
287
.787
288
.784
289
.784
290
.782
291
.784
292
.781
293
.779
294
.780
295
.779
296
.774
297
.773
298
.772
299
.771
300
.771
301
.767
302
.764
303
.763
304
.763
305
.763
306
.761
307
.758
308
.757
309
.755
310
.753
311
.752
312
.751
313
.751
314
.747
315
.748
316
.744
317
.743
318
.739
319
.738
320
.737
321
.734
322
.730
323
.727
324
.725
325
.724
326
.724
327
.723
328
.722
329
.721
330
.722
331
.721
332
.721
333
.720
334
.720
335
.720
336
.720
337
.718
338
.717
339
.714
340
.712
341
.711
342
.709
343
.707
344
.705
345
.705
346
.704
347
.702
348
.697
349
.694
350
.687
351
.685
352
.679
353
.679
354
.676
355
.676
356
.675
357
.669
358
.667
359
.666
360
.653
361
.652
362
.653
363
.653
364
.653
365
.653
366
.654
367
.653
368
.653
369
.653
370
.652
371
.653
372
.651
373
.649
374
.640
375
.638
376
.633
377
.626
378
.623
379
.623
380
.617
381
.614
382
.614
383
.613
384
.573
385
.532
386
.510
387
.463
388
.462
389
.430
390
.405
391
.404
392
.404
393
.339
394
.270
395
.269
396
.269
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424

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