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
.962
10
.961
11
.960
12
.960
13
.958
14
.960
15
.959
16
.955
17
.956
18
.953
19
.952
20
.948
21
.946
22
.943
23
.943
24
.942
25
.941
26
.942
27
.941
28
.936
29
.934
30
.935
31
.931
32
.932
33
.931
34
.927
35
.929
36
.925
37
.925
38
.924
39
.924
40
.923
41
.921
42
.920
43
.920
44
.921
45
.915
46
.914
47
.914
48
.914
49
.913
50
.913
51
.911
52
.911
53
.911
54
.913
55
.910
56
.910
57
.909
58
.909
59
.909
60
.908
61
.908
62
.907
63
.908
64
.904
65
.905
66
.906
67
.904
68
.904
69
.904
70
.906
71
.904
72
.903
73
.904
74
.902
75
.901
76
.902
77
.898
78
.897
79
.898
80
.894
81
.895
82
.894
83
.894
84
.890
85
.892
86
.892
87
.891
88
.892
89
.890
90
.888
91
.889
92
.889
93
.888
94
.888
95
.886
96
.884
97
.883
98
.882
99
.881
100
.880
101
.882
102
.879
103
.879
104
.877
105
.875
106
.876
107
.875
108
.876
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
.839
142
.838
143
.838
144
.836
145
.837
146
.836
147
.835
148
.834
149
.831
150
.831
151
.831
152
.831
153
.830
154
.827
155
.826
156
.826
157
.827
158
.824
159
.824
160
.823
161
.821
162
.822
163
.820
164
.821
165
.820
166
.818
167
.818
168
.818
169
.817
170
.816
171
.814
172
.812
173
.812
174
.812
175
.809
176
.808
177
.809
178
.808
179
.808
180
.808
181
.808
182
.806
183
.805
184
.805
185
.805
186
.804
187
.801
188
.800
189
.797
190
.798
191
.797
192
.796
193
.796
194
.794
195
.792
196
.793
197
.792
198
.792
199
.791
200
.789
201
.788
202
.789
203
.788
204
.785
205
.784
206
.784
207
.783
208
.782
209
.780
210
.780
211
.779
212
.778
213
.777
214
.777
215
.778
216
.777
217
.776
218
.776
219
.775
220
.772
221
.773
222
.773
223
.769
224
.768
225
.765
226
.765
227
.766
228
.766
229
.765
230
.765
231
.762
232
.762
233
.763
234
.762
235
.761
236
.761
237
.762
238
.760
239
.761
240
.760
241
.760
242
.759
243
.758
244
.757
245
.757
246
.757
247
.756
248
.755
249
.754
250
.753
251
.753
252
.755
253
.752
254
.752
255
.752
256
.754
257
.748
258
.749
259
.747
260
.748
261
.744
262
.743
263
.743
264
.741
265
.742
266
.741
267
.741
268
.740
269
.741
270
.738
271
.738
272
.740
273
.739
274
.738
275
.738
276
.738
277
.737
278
.738
279
.735
280
.736
281
.735
282
.735
283
.734
284
.734
285
.733
286
.733
287
.734
288
.731
289
.731
290
.729
291
.727
292
.726
293
.726
294
.725
295
.724
296
.724
297
.723
298
.724
299
.724
300
.723
301
.724
302
.721
303
.720
304
.718
305
.719
306
.718
307
.718
308
.717
309
.716
310
.717
311
.716
312
.716
313
.715
314
.715
315
.715
316
.713
317
.712
318
.712
319
.711
320
.711
321
.709
322
.705
323
.705
324
.706
325
.705
326
.704
327
.705
328
.706
329
.704
330
.705
331
.706
332
.704
333
.703
334
.703
335
.700
336
.700
337
.700
338
.698
339
.698
340
.697
341
.694
342
.694
343
.694
344
.692
345
.687
346
.685
347
.681
348
.679
349
.679
350
.679
351
.674
352
.673
353
.667
354
.667
355
.667
356
.668
357
.665
358
.665
359
.665
360
.650
361
.646
362
.644
363
.640
364
.640
365
.639
366
.628
367
.628
368
.613
369
.609
370
.601
371
.586
372
.584
373
.578
374
.571
375
.572
376
.568
377
.568
378
.567
379
.565
380
.559
381
.557
382
.557
383
.555
384
.552
385
.542
386
.536
387
.527
388
.511
389
.503
390
.497
391
.491
392
.452
393
.418
394
.399
395
.398
396
.397
397
.397
398
.397
399
.393
400
.393
401
.393
402
.393
403
.352
404
.319
405
.274
406
.114
407
.021
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
433
434
435
436
437
438
439

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