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

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