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
.929
90
.930
91
.930
92
.930
93
.927
94
.927
95
.925
96
.926
97
.926
98
.925
99
.925
100
.922
101
.923
102
.923
103
.921
104
.920
105
.922
106
.918
107
.917
108
.918
109
.916
110
.917
111
.916
112
.916
113
.915
114
.915
115
.912
116
.914
117
.911
118
.912
119
.912
120
.908
121
.909
122
.906
123
.906
124
.905
125
.905
126
.902
127
.903
128
.901
129
.901
130
.898
131
.897
132
.897
133
.897
134
.895
135
.894
136
.893
137
.891
138
.891
139
.889
140
.889
141
.888
142
.888
143
.887
144
.889
145
.887
146
.887
147
.886
148
.883
149
.884
150
.883
151
.883
152
.880
153
.880
154
.879
155
.878
156
.878
157
.877
158
.876
159
.873
160
.874
161
.873
162
.871
163
.871
164
.871
165
.871
166
.870
167
.870
168
.870
169
.868
170
.870
171
.869
172
.869
173
.869
174
.869
175
.868
176
.868
177
.867
178
.869
179
.867
180
.867
181
.865
182
.866
183
.865
184
.866
185
.865
186
.862
187
.862
188
.862
189
.860
190
.857
191
.856
192
.856
193
.855
194
.854
195
.854
196
.852
197
.852
198
.850
199
.848
200
.849
201
.848
202
.845
203
.846
204
.845
205
.845
206
.844
207
.842
208
.841
209
.840
210
.837
211
.837
212
.836
213
.835
214
.834
215
.833
216
.832
217
.832
218
.831
219
.830
220
.831
221
.831
222
.828
223
.828
224
.827
225
.820
226
.821
227
.820
228
.819
229
.820
230
.819
231
.817
232
.816
233
.816
234
.815
235
.813
236
.814
237
.814
238
.813
239
.813
240
.809
241
.808
242
.806
243
.809
244
.807
245
.805
246
.800
247
.800
248
.800
249
.799
250
.797
251
.795
252
.796
253
.794
254
.793
255
.794
256
.794
257
.793
258
.793
259
.791
260
.791
261
.791
262
.791
263
.790
264
.789
265
.788
266
.789
267
.789
268
.788
269
.787
270
.789
271
.788
272
.787
273
.787
274
.784
275
.784
276
.782
277
.784
278
.781
279
.779
280
.780
281
.779
282
.774
283
.773
284
.772
285
.771
286
.771
287
.767
288
.764
289
.763
290
.763
291
.763
292
.761
293
.758
294
.757
295
.755
296
.753
297
.752
298
.751
299
.751
300
.747
301
.748
302
.744
303
.743
304
.739
305
.738
306
.737
307
.734
308
.730
309
.727
310
.725
311
.724
312
.724
313
.723
314
.722
315
.721
316
.722
317
.721
318
.721
319
.720
320
.720
321
.720
322
.720
323
.714
324
.712
325
.711
326
.709
327
.707
328
.705
329
.705
330
.704
331
.702
332
.697
333
.694
334
.687
335
.685
336
.679
337
.679
338
.676
339
.676
340
.675
341
.669
342
.667
343
.666
344
.653
345
.652
346
.653
347
.653
348
.653
349
.653
350
.654
351
.653
352
.653
353
.653
354
.652
355
.653
356
.651
357
.649
358
.640
359
.638
360
.633
361
.626
362
.623
363
.623
364
.617
365
.614
366
.614
367
.613
368
.573
369
.532
370
.510
371
.430
372
.405
373
.404
374
.404
375
.339
376
.270
377
.269
378
.269
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404

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