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
.946
17
.943
18
.942
19
.941
20
.942
21
.941
22
.934
23
.935
24
.931
25
.932
26
.931
27
.925
28
.924
29
.923
30
.921
31
.920
32
.920
33
.921
34
.915
35
.913
36
.913
37
.911
38
.911
39
.913
40
.910
41
.909
42
.909
43
.909
44
.908
45
.908
46
.907
47
.908
48
.904
49
.905
50
.906
51
.904
52
.904
53
.904
54
.906
55
.904
56
.903
57
.904
58
.902
59
.901
60
.902
61
.898
62
.897
63
.894
64
.894
65
.894
66
.890
67
.892
68
.892
69
.891
70
.892
71
.890
72
.888
73
.889
74
.888
75
.888
76
.886
77
.884
78
.883
79
.882
80
.881
81
.879
82
.877
83
.875
84
.876
85
.875
86
.876
87
.875
88
.874
89
.872
90
.870
91
.869
92
.866
93
.866
94
.865
95
.864
96
.863
97
.864
98
.863
99
.862
100
.859
101
.855
102
.853
103
.854
104
.853
105
.853
106
.849
107
.847
108
.847
109
.845
110
.844
111
.841
112
.842
113
.841
114
.838
115
.838
116
.836
117
.837
118
.836
119
.835
120
.834
121
.831
122
.831
123
.831
124
.830
125
.827
126
.826
127
.826
128
.827
129
.824
130
.824
131
.823
132
.821
133
.822
134
.820
135
.821
136
.820
137
.818
138
.818
139
.818
140
.817
141
.816
142
.814
143
.812
144
.812
145
.812
146
.809
147
.808
148
.809
149
.808
150
.808
151
.808
152
.806
153
.805
154
.805
155
.805
156
.804
157
.800
158
.797
159
.798
160
.797
161
.796
162
.796
163
.794
164
.792
165
.793
166
.792
167
.792
168
.791
169
.789
170
.788
171
.789
172
.788
173
.785
174
.784
175
.784
176
.783
177
.782
178
.780
179
.780
180
.779
181
.778
182
.777
183
.777
184
.778
185
.777
186
.776
187
.776
188
.772
189
.773
190
.769
191
.768
192
.765
193
.765
194
.766
195
.766
196
.765
197
.765
198
.762
199
.762
200
.763
201
.762
202
.761
203
.761
204
.762
205
.760
206
.761
207
.760
208
.760
209
.759
210
.758
211
.757
212
.757
213
.757
214
.756
215
.755
216
.754
217
.753
218
.753
219
.755
220
.752
221
.752
222
.752
223
.748
224
.749
225
.747
226
.748
227
.744
228
.743
229
.743
230
.741
231
.742
232
.741
233
.740
234
.738
235
.738
236
.740
237
.738
238
.738
239
.738
240
.737
241
.738
242
.735
243
.736
244
.735
245
.735
246
.734
247
.734
248
.733
249
.733
250
.734
251
.731
252
.731
253
.729
254
.727
255
.726
256
.726
257
.725
258
.724
259
.724
260
.724
261
.724
262
.724
263
.724
264
.724
265
.723
266
.724
267
.723
268
.724
269
.724
270
.723
271
.723
272
.724
273
.721
274
.720
275
.718
276
.719
277
.718
278
.718
279
.717
280
.716
281
.717
282
.716
283
.716
284
.715
285
.715
286
.715
287
.713
288
.712
289
.712
290
.711
291
.711
292
.709
293
.705
294
.705
295
.706
296
.705
297
.704
298
.704
299
.703
300
.703
301
.700
302
.700
303
.700
304
.698
305
.698
306
.697
307
.694
308
.694
309
.694
310
.692
311
.687
312
.685
313
.681
314
.679
315
.679
316
.679
317
.674
318
.673
319
.667
320
.667
321
.667
322
.668
323
.665
324
.665
325
.665
326
.656
327
.650
328
.646
329
.644
330
.640
331
.640
332
.639
333
.628
334
.628
335
.613
336
.609
337
.601
338
.586
339
.584
340
.578
341
.571
342
.572
343
.568
344
.568
345
.567
346
.565
347
.559
348
.557
349
.552
350
.542
351
.536
352
.527
353
.511
354
.503
355
.497
356
.494
357
.491
358
.452
359
.418
360
.399
361
.398
362
.397
363
.397
364
.397
365
.393
366
.393
367
.393
368
.393
369
.354
370
.352
371
.319
372
.114
373
.021
374
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_noise