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
.889
75
.888
76
.888
77
.886
78
.884
79
.883
80
.882
81
.881
82
.879
83
.877
84
.875
85
.876
86
.875
87
.875
88
.876
89
.875
90
.874
91
.872
92
.870
93
.869
94
.866
95
.866
96
.865
97
.864
98
.863
99
.864
100
.863
101
.862
102
.859
103
.855
104
.853
105
.854
106
.853
107
.853
108
.849
109
.847
110
.847
111
.845
112
.844
113
.841
114
.842
115
.841
116
.838
117
.838
118
.836
119
.837
120
.836
121
.835
122
.834
123
.831
124
.831
125
.831
126
.830
127
.827
128
.826
129
.826
130
.827
131
.824
132
.824
133
.823
134
.821
135
.822
136
.820
137
.821
138
.820
139
.818
140
.818
141
.818
142
.817
143
.816
144
.814
145
.812
146
.812
147
.812
148
.809
149
.808
150
.809
151
.808
152
.808
153
.808
154
.806
155
.805
156
.805
157
.805
158
.804
159
.800
160
.797
161
.798
162
.797
163
.796
164
.796
165
.794
166
.792
167
.793
168
.792
169
.792
170
.791
171
.789
172
.788
173
.789
174
.788
175
.785
176
.784
177
.784
178
.783
179
.782
180
.780
181
.780
182
.779
183
.778
184
.777
185
.777
186
.778
187
.777
188
.776
189
.776
190
.772
191
.773
192
.769
193
.768
194
.765
195
.765
196
.766
197
.766
198
.765
199
.765
200
.762
201
.762
202
.763
203
.762
204
.761
205
.761
206
.762
207
.760
208
.761
209
.760
210
.760
211
.759
212
.758
213
.757
214
.757
215
.757
216
.756
217
.755
218
.754
219
.753
220
.753
221
.755
222
.752
223
.752
224
.752
225
.748
226
.748
227
.749
228
.747
229
.748
230
.744
231
.743
232
.743
233
.741
234
.742
235
.741
236
.740
237
.738
238
.738
239
.740
240
.738
241
.738
242
.738
243
.737
244
.738
245
.735
246
.736
247
.735
248
.735
249
.734
250
.734
251
.733
252
.733
253
.734
254
.731
255
.731
256
.729
257
.727
258
.726
259
.726
260
.725
261
.724
262
.724
263
.724
264
.724
265
.724
266
.724
267
.724
268
.723
269
.724
270
.723
271
.724
272
.724
273
.722
274
.723
275
.723
276
.724
277
.721
278
.720
279
.718
280
.719
281
.718
282
.718
283
.717
284
.716
285
.717
286
.716
287
.716
288
.715
289
.715
290
.715
291
.713
292
.712
293
.712
294
.711
295
.711
296
.709
297
.705
298
.705
299
.706
300
.705
301
.704
302
.704
303
.703
304
.703
305
.700
306
.700
307
.700
308
.698
309
.698
310
.697
311
.694
312
.694
313
.694
314
.692
315
.687
316
.685
317
.681
318
.679
319
.679
320
.679
321
.674
322
.673
323
.667
324
.667
325
.667
326
.668
327
.665
328
.665
329
.665
330
.656
331
.650
332
.646
333
.644
334
.640
335
.640
336
.639
337
.628
338
.628
339
.613
340
.609
341
.601
342
.586
343
.584
344
.578
345
.571
346
.572
347
.568
348
.568
349
.567
350
.565
351
.559
352
.557
353
.552
354
.542
355
.536
356
.527
357
.511
358
.503
359
.497
360
.494
361
.491
362
.452
363
.418
364
.399
365
.398
366
.397
367
.397
368
.397
369
.393
370
.393
371
.393
372
.393
373
.354
374
.352
375
.319
376
.114
377
.021
378
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_noise