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
.987
3
.984
4
.983
5
.983
6
.983
7
.979
8
.977
9
.978
10
.978
11
.977
12
.977
13
.975
14
.972
15
.970
16
.969
17
.969
18
.970
19
.968
20
.968
21
.966
22
.966
23
.967
24
.964
25
.964
26
.964
27
.963
28
.962
29
.963
30
.960
31
.961
32
.959
33
.959
34
.960
35
.958
36
.957
37
.956
38
.956
39
.955
40
.955
41
.953
42
.953
43
.952
44
.953
45
.952
46
.951
47
.950
48
.951
49
.949
50
.951
51
.950
52
.948
53
.949
54
.947
55
.946
56
.946
57
.944
58
.947
59
.945
60
.946
61
.945
62
.945
63
.943
64
.943
65
.943
66
.945
67
.943
68
.942
69
.941
70
.941
71
.942
72
.940
73
.940
74
.939
75
.936
76
.937
77
.937
78
.936
79
.936
80
.934
81
.932
82
.932
83
.932
84
.930
85
.929
86
.930
87
.930
88
.930
89
.927
90
.927
91
.925
92
.926
93
.926
94
.925
95
.925
96
.922
97
.923
98
.923
99
.921
100
.920
101
.922
102
.918
103
.917
104
.918
105
.916
106
.917
107
.916
108
.916
109
.915
110
.915
111
.912
112
.914
113
.911
114
.912
115
.912
116
.908
117
.909
118
.906
119
.906
120
.905
121
.905
122
.902
123
.903
124
.901
125
.901
126
.898
127
.897
128
.897
129
.897
130
.895
131
.894
132
.893
133
.891
134
.891
135
.889
136
.889
137
.888
138
.888
139
.887
140
.889
141
.887
142
.887
143
.886
144
.883
145
.884
146
.883
147
.883
148
.880
149
.880
150
.879
151
.878
152
.878
153
.877
154
.876
155
.873
156
.874
157
.873
158
.871
159
.871
160
.871
161
.871
162
.870
163
.870
164
.868
165
.870
166
.869
167
.869
168
.869
169
.868
170
.868
171
.867
172
.869
173
.867
174
.867
175
.865
176
.866
177
.865
178
.866
179
.865
180
.862
181
.862
182
.860
183
.857
184
.856
185
.856
186
.855
187
.854
188
.854
189
.852
190
.852
191
.850
192
.848
193
.849
194
.848
195
.845
196
.846
197
.845
198
.845
199
.844
200
.842
201
.841
202
.840
203
.837
204
.837
205
.835
206
.834
207
.833
208
.832
209
.832
210
.831
211
.830
212
.831
213
.828
214
.828
215
.827
216
.820
217
.821
218
.820
219
.819
220
.819
221
.817
222
.816
223
.816
224
.815
225
.813
226
.814
227
.814
228
.813
229
.813
230
.809
231
.808
232
.806
233
.809
234
.807
235
.805
236
.800
237
.800
238
.799
239
.795
240
.796
241
.794
242
.794
243
.794
244
.793
245
.793
246
.791
247
.791
248
.788
249
.789
250
.788
251
.789
252
.788
253
.787
254
.787
255
.784
256
.779
257
.780
258
.779
259
.774
260
.773
261
.772
262
.771
263
.771
264
.767
265
.764
266
.763
267
.763
268
.763
269
.761
270
.757
271
.755
272
.753
273
.752
274
.751
275
.751
276
.747
277
.748
278
.744
279
.738
280
.737
281
.734
282
.730
283
.727
284
.725
285
.724
286
.724
287
.723
288
.722
289
.722
290
.721
291
.721
292
.720
293
.720
294
.720
295
.720
296
.714
297
.712
298
.711
299
.709
300
.707
301
.705
302
.705
303
.704
304
.702
305
.694
306
.687
307
.685
308
.679
309
.676
310
.675
311
.669
312
.667
313
.666
314
.653
315
.653
316
.654
317
.653
318
.653
319
.652
320
.653
321
.651
322
.649
323
.640
324
.638
325
.633
326
.626
327
.623
328
.623
329
.614
330
.614
331
.613
332
.573
333
.532
334
.510
335
.430
336
.405
337
.404
338
.404
339
.339
340
.270
341
.269
342
.269
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368

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