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
.965
8
.965
9
.963
10
.962
11
.961
12
.960
13
.958
14
.960
15
.959
16
.957
17
.955
18
.956
19
.952
20
.948
21
.945
22
.946
23
.943
24
.942
25
.941
26
.942
27
.941
28
.939
29
.936
30
.934
31
.935
32
.931
33
.932
34
.931
35
.929
36
.925
37
.924
38
.923
39
.921
40
.920
41
.920
42
.921
43
.915
44
.914
45
.914
46
.913
47
.913
48
.911
49
.911
50
.910
51
.911
52
.913
53
.911
54
.910
55
.910
56
.909
57
.909
58
.909
59
.908
60
.908
61
.907
62
.908
63
.904
64
.905
65
.906
66
.904
67
.904
68
.904
69
.906
70
.904
71
.903
72
.904
73
.902
74
.901
75
.902
76
.900
77
.898
78
.897
79
.897
80
.898
81
.895
82
.894
83
.895
84
.894
85
.894
86
.890
87
.892
88
.892
89
.891
90
.892
91
.890
92
.888
93
.889
94
.889
95
.888
96
.888
97
.886
98
.886
99
.884
100
.883
101
.882
102
.881
103
.882
104
.879
105
.877
106
.875
107
.876
108
.875
109
.876
110
.876
111
.875
112
.874
113
.872
114
.870
115
.869
116
.866
117
.866
118
.865
119
.864
120
.863
121
.864
122
.863
123
.862
124
.859
125
.859
126
.855
127
.853
128
.854
129
.853
130
.853
131
.851
132
.849
133
.849
134
.847
135
.847
136
.845
137
.844
138
.841
139
.842
140
.841
141
.838
142
.838
143
.836
144
.837
145
.836
146
.835
147
.834
148
.831
149
.831
150
.831
151
.830
152
.827
153
.826
154
.826
155
.827
156
.824
157
.824
158
.823
159
.821
160
.822
161
.820
162
.821
163
.820
164
.818
165
.818
166
.818
167
.817
168
.816
169
.814
170
.812
171
.812
172
.812
173
.809
174
.808
175
.809
176
.808
177
.808
178
.808
179
.808
180
.806
181
.805
182
.805
183
.805
184
.804
185
.801
186
.800
187
.797
188
.798
189
.797
190
.796
191
.796
192
.794
193
.792
194
.793
195
.792
196
.792
197
.791
198
.789
199
.788
200
.789
201
.788
202
.785
203
.784
204
.784
205
.783
206
.782
207
.780
208
.780
209
.779
210
.778
211
.777
212
.777
213
.778
214
.777
215
.776
216
.776
217
.775
218
.772
219
.773
220
.773
221
.769
222
.768
223
.765
224
.765
225
.766
226
.766
227
.765
228
.765
229
.762
230
.762
231
.763
232
.762
233
.761
234
.761
235
.762
236
.760
237
.761
238
.760
239
.760
240
.759
241
.758
242
.757
243
.757
244
.757
245
.756
246
.755
247
.754
248
.753
249
.753
250
.755
251
.752
252
.752
253
.752
254
.754
255
.748
256
.749
257
.747
258
.748
259
.744
260
.743
261
.743
262
.741
263
.742
264
.741
265
.740
266
.738
267
.738
268
.740
269
.739
270
.738
271
.738
272
.738
273
.737
274
.738
275
.735
276
.736
277
.735
278
.735
279
.734
280
.734
281
.733
282
.733
283
.734
284
.731
285
.731
286
.729
287
.727
288
.726
289
.726
290
.725
291
.724
292
.724
293
.723
294
.724
295
.724
296
.723
297
.724
298
.721
299
.720
300
.718
301
.719
302
.718
303
.718
304
.717
305
.716
306
.717
307
.716
308
.716
309
.715
310
.715
311
.715
312
.713
313
.712
314
.712
315
.711
316
.711
317
.709
318
.705
319
.705
320
.706
321
.705
322
.704
323
.705
324
.706
325
.704
326
.704
327
.703
328
.703
329
.700
330
.700
331
.700
332
.698
333
.698
334
.697
335
.694
336
.694
337
.694
338
.692
339
.687
340
.685
341
.681
342
.679
343
.679
344
.679
345
.674
346
.673
347
.667
348
.667
349
.667
350
.668
351
.665
352
.665
353
.665
354
.656
355
.650
356
.646
357
.644
358
.640
359
.640
360
.639
361
.628
362
.628
363
.613
364
.609
365
.601
366
.586
367
.584
368
.578
369
.571
370
.572
371
.568
372
.568
373
.567
374
.565
375
.559
376
.557
377
.557
378
.555
379
.552
380
.542
381
.536
382
.527
383
.511
384
.503
385
.497
386
.491
387
.452
388
.418
389
.399
390
.398
391
.397
392
.397
393
.397
394
.393
395
.393
396
.393
397
.393
398
.354
399
.352
400
.319
401
.114
402
.021
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432

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