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
.789
162
.788
163
.789
164
.788
165
.785
166
.784
167
.784
168
.783
169
.782
170
.780
171
.780
172
.779
173
.778
174
.777
175
.777
176
.778
177
.777
178
.776
179
.776
180
.772
181
.773
182
.769
183
.768
184
.765
185
.765
186
.766
187
.766
188
.765
189
.765
190
.762
191
.762
192
.763
193
.762
194
.761
195
.761
196
.762
197
.761
198
.760
199
.760
200
.759
201
.758
202
.757
203
.757
204
.757
205
.756
206
.755
207
.754
208
.753
209
.753
210
.755
211
.752
212
.752
213
.752
214
.748
215
.749
216
.747
217
.748
218
.744
219
.743
220
.743
221
.741
222
.742
223
.741
224
.740
225
.738
226
.738
227
.740
228
.738
229
.737
230
.738
231
.738
232
.737
233
.738
234
.735
235
.736
236
.735
237
.735
238
.734
239
.733
240
.733
241
.734
242
.731
243
.729
244
.727
245
.726
246
.726
247
.725
248
.724
249
.724
250
.724
251
.724
252
.724
253
.724
254
.723
255
.724
256
.724
257
.723
258
.723
259
.724
260
.721
261
.718
262
.716
263
.717
264
.716
265
.715
266
.715
267
.715
268
.712
269
.711
270
.709
271
.705
272
.705
273
.705
274
.704
275
.703
276
.700
277
.698
278
.698
279
.697
280
.694
281
.694
282
.694
283
.692
284
.687
285
.685
286
.681
287
.679
288
.679
289
.679
290
.674
291
.673
292
.667
293
.667
294
.667
295
.668
296
.665
297
.656
298
.650
299
.644
300
.640
301
.640
302
.639
303
.628
304
.613
305
.609
306
.601
307
.586
308
.584
309
.571
310
.572
311
.568
312
.568
313
.567
314
.565
315
.542
316
.536
317
.527
318
.511
319
.503
320
.497
321
.494
322
.491
323
.452
324
.418
325
.399
326
.398
327
.397
328
.397
329
.397
330
.393
331
.393
332
.393
333
.354
334
.352
335
.319
336
.114
337
.021
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
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_noise