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_noise")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.988
2
.984
3
.979
4
.974
5
.967
6
.967
7
.962
8
.960
9
.958
10
.960
11
.959
12
.955
13
.956
14
.952
15
.948
16
.943
17
.942
18
.941
19
.942
20
.941
21
.934
22
.935
23
.931
24
.932
25
.931
26
.925
27
.924
28
.923
29
.921
30
.920
31
.920
32
.921
33
.915
34
.913
35
.913
36
.911
37
.911
38
.913
39
.910
40
.909
41
.909
42
.909
43
.908
44
.908
45
.907
46
.908
47
.904
48
.906
49
.904
50
.906
51
.903
52
.904
53
.902
54
.901
55
.902
56
.898
57
.897
58
.894
59
.894
60
.894
61
.890
62
.892
63
.892
64
.891
65
.892
66
.890
67
.888
68
.889
69
.888
70
.888
71
.884
72
.883
73
.881
74
.879
75
.877
76
.875
77
.876
78
.875
79
.876
80
.875
81
.874
82
.872
83
.870
84
.869
85
.866
86
.866
87
.865
88
.864
89
.863
90
.864
91
.863
92
.862
93
.859
94
.855
95
.854
96
.853
97
.853
98
.849
99
.847
100
.847
101
.845
102
.844
103
.841
104
.842
105
.841
106
.838
107
.838
108
.836
109
.837
110
.836
111
.835
112
.834
113
.831
114
.831
115
.831
116
.830
117
.827
118
.826
119
.826
120
.827
121
.824
122
.824
123
.823
124
.821
125
.822
126
.820
127
.821
128
.820
129
.818
130
.818
131
.818
132
.817
133
.816
134
.814
135
.812
136
.812
137
.812
138
.809
139
.808
140
.809
141
.808
142
.808
143
.808
144
.806
145
.805
146
.805
147
.805
148
.804
149
.800
150
.797
151
.798
152
.797
153
.796
154
.796
155
.794
156
.792
157
.793
158
.792
159
.792
160
.791
161
.788
162
.789
163
.788
164
.785
165
.784
166
.784
167
.783
168
.782
169
.780
170
.780
171
.779
172
.778
173
.777
174
.777
175
.778
176
.777
177
.776
178
.776
179
.773
180
.769
181
.768
182
.765
183
.765
184
.766
185
.766
186
.765
187
.765
188
.762
189
.762
190
.763
191
.762
192
.761
193
.761
194
.762
195
.761
196
.760
197
.760
198
.759
199
.758
200
.757
201
.757
202
.757
203
.756
204
.755
205
.754
206
.753
207
.753
208
.755
209
.752
210
.752
211
.752
212
.748
213
.749
214
.747
215
.748
216
.744
217
.743
218
.743
219
.741
220
.742
221
.741
222
.740
223
.738
224
.738
225
.740
226
.738
227
.737
228
.738
229
.738
230
.737
231
.738
232
.735
233
.736
234
.735
235
.735
236
.734
237
.733
238
.733
239
.734
240
.731
241
.729
242
.727
243
.726
244
.726
245
.725
246
.724
247
.724
248
.724
249
.724
250
.724
251
.724
252
.723
253
.724
254
.724
255
.723
256
.723
257
.724
258
.721
259
.718
260
.716
261
.717
262
.716
263
.715
264
.715
265
.715
266
.712
267
.711
268
.709
269
.705
270
.705
271
.705
272
.704
273
.703
274
.700
275
.698
276
.698
277
.697
278
.694
279
.694
280
.694
281
.692
282
.687
283
.685
284
.681
285
.679
286
.679
287
.679
288
.674
289
.673
290
.667
291
.667
292
.667
293
.668
294
.665
295
.656
296
.650
297
.644
298
.640
299
.640
300
.639
301
.628
302
.613
303
.609
304
.601
305
.586
306
.584
307
.571
308
.572
309
.568
310
.568
311
.567
312
.565
313
.542
314
.536
315
.527
316
.511
317
.503
318
.497
319
.494
320
.491
321
.452
322
.418
323
.399
324
.398
325
.397
326
.397
327
.397
328
.393
329
.393
330
.393
331
.354
332
.352
333
.319
334
.114
335
.021
336
X
337
X
338
X
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

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_noise