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
.959
31
.960
32
.961
33
.959
34
.959
35
.960
36
.958
37
.957
38
.956
39
.956
40
.955
41
.955
42
.953
43
.953
44
.952
45
.953
46
.952
47
.951
48
.950
49
.951
50
.949
51
.951
52
.950
53
.948
54
.949
55
.947
56
.946
57
.946
58
.944
59
.947
60
.945
61
.946
62
.945
63
.945
64
.943
65
.944
66
.943
67
.943
68
.945
69
.943
70
.944
71
.942
72
.941
73
.941
74
.942
75
.940
76
.940
77
.939
78
.936
79
.937
80
.937
81
.936
82
.936
83
.934
84
.932
85
.932
86
.932
87
.930
88
.929
89
.930
90
.930
91
.930
92
.927
93
.927
94
.925
95
.926
96
.926
97
.925
98
.925
99
.922
100
.923
101
.923
102
.921
103
.920
104
.922
105
.918
106
.917
107
.918
108
.916
109
.917
110
.916
111
.916
112
.915
113
.915
114
.912
115
.914
116
.911
117
.912
118
.912
119
.908
120
.909
121
.906
122
.906
123
.905
124
.905
125
.902
126
.903
127
.901
128
.901
129
.898
130
.897
131
.897
132
.897
133
.895
134
.894
135
.893
136
.891
137
.891
138
.889
139
.889
140
.888
141
.888
142
.887
143
.889
144
.887
145
.887
146
.886
147
.883
148
.884
149
.883
150
.883
151
.880
152
.880
153
.879
154
.878
155
.878
156
.877
157
.876
158
.873
159
.874
160
.873
161
.871
162
.871
163
.871
164
.871
165
.870
166
.870
167
.868
168
.870
169
.869
170
.869
171
.869
172
.869
173
.868
174
.868
175
.867
176
.869
177
.867
178
.867
179
.865
180
.866
181
.865
182
.866
183
.865
184
.862
185
.862
186
.862
187
.860
188
.857
189
.856
190
.856
191
.855
192
.854
193
.854
194
.852
195
.852
196
.850
197
.848
198
.849
199
.848
200
.845
201
.846
202
.845
203
.845
204
.844
205
.842
206
.841
207
.840
208
.837
209
.837
210
.835
211
.834
212
.833
213
.832
214
.832
215
.831
216
.830
217
.831
218
.831
219
.828
220
.828
221
.827
222
.820
223
.821
224
.820
225
.819
226
.820
227
.819
228
.817
229
.816
230
.816
231
.815
232
.813
233
.814
234
.814
235
.813
236
.813
237
.809
238
.808
239
.806
240
.809
241
.807
242
.805
243
.800
244
.800
245
.799
246
.797
247
.795
248
.796
249
.794
250
.793
251
.794
252
.794
253
.793
254
.793
255
.791
256
.791
257
.791
258
.791
259
.790
260
.789
261
.788
262
.789
263
.789
264
.788
265
.787
266
.789
267
.788
268
.787
269
.787
270
.784
271
.784
272
.782
273
.784
274
.781
275
.779
276
.780
277
.779
278
.774
279
.773
280
.772
281
.771
282
.771
283
.767
284
.764
285
.763
286
.763
287
.763
288
.761
289
.758
290
.757
291
.755
292
.753
293
.752
294
.751
295
.751
296
.747
297
.748
298
.744
299
.743
300
.739
301
.738
302
.737
303
.734
304
.730
305
.727
306
.725
307
.724
308
.724
309
.723
310
.722
311
.721
312
.722
313
.721
314
.721
315
.720
316
.720
317
.720
318
.720
319
.714
320
.712
321
.711
322
.709
323
.707
324
.705
325
.705
326
.704
327
.702
328
.697
329
.694
330
.687
331
.685
332
.679
333
.679
334
.676
335
.676
336
.675
337
.669
338
.667
339
.666
340
.653
341
.652
342
.653
343
.653
344
.653
345
.653
346
.654
347
.653
348
.653
349
.653
350
.652
351
.653
352
.651
353
.649
354
.640
355
.638
356
.633
357
.626
358
.623
359
.623
360
.617
361
.614
362
.614
363
.613
364
.573
365
.532
366
.510
367
.430
368
.405
369
.404
370
.404
371
.339
372
.270
373
.269
374
.269
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400

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