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
.963
11
.961
12
.960
13
.960
14
.958
15
.960
16
.959
17
.959
18
.957
19
.955
20
.956
21
.953
22
.952
23
.948
24
.946
25
.943
26
.943
27
.942
28
.941
29
.942
30
.941
31
.936
32
.936
33
.934
34
.935
35
.931
36
.931
37
.932
38
.931
39
.929
40
.927
41
.929
42
.925
43
.925
44
.924
45
.924
46
.923
47
.921
48
.920
49
.920
50
.921
51
.915
52
.914
53
.914
54
.914
55
.913
56
.913
57
.911
58
.911
59
.911
60
.913
61
.910
62
.910
63
.909
64
.909
65
.909
66
.908
67
.908
68
.907
69
.908
70
.904
71
.905
72
.906
73
.904
74
.904
75
.904
76
.906
77
.904
78
.903
79
.904
80
.902
81
.901
82
.902
83
.899
84
.898
85
.897
86
.898
87
.895
88
.894
89
.895
90
.894
91
.894
92
.890
93
.892
94
.892
95
.891
96
.892
97
.890
98
.888
99
.889
100
.889
101
.888
102
.888
103
.886
104
.884
105
.883
106
.882
107
.881
108
.880
109
.882
110
.879
111
.879
112
.877
113
.875
114
.876
115
.875
116
.876
117
.876
118
.876
119
.875
120
.874
121
.872
122
.870
123
.870
124
.869
125
.866
126
.866
127
.865
128
.864
129
.863
130
.864
131
.863
132
.862
133
.859
134
.859
135
.855
136
.853
137
.854
138
.853
139
.853
140
.851
141
.849
142
.849
143
.847
144
.847
145
.845
146
.844
147
.841
148
.842
149
.841
150
.839
151
.838
152
.838
153
.836
154
.837
155
.836
156
.835
157
.834
158
.831
159
.831
160
.832
161
.831
162
.831
163
.830
164
.827
165
.826
166
.826
167
.827
168
.824
169
.824
170
.823
171
.821
172
.822
173
.820
174
.821
175
.820
176
.818
177
.818
178
.818
179
.817
180
.816
181
.814
182
.812
183
.812
184
.812
185
.809
186
.808
187
.809
188
.808
189
.808
190
.808
191
.808
192
.806
193
.805
194
.805
195
.805
196
.804
197
.801
198
.800
199
.797
200
.798
201
.797
202
.796
203
.796
204
.794
205
.792
206
.793
207
.792
208
.792
209
.791
210
.789
211
.788
212
.789
213
.788
214
.785
215
.784
216
.784
217
.783
218
.782
219
.780
220
.780
221
.779
222
.778
223
.777
224
.777
225
.778
226
.777
227
.776
228
.776
229
.775
230
.772
231
.773
232
.773
233
.769
234
.768
235
.765
236
.765
237
.766
238
.766
239
.765
240
.765
241
.762
242
.762
243
.763
244
.762
245
.761
246
.761
247
.762
248
.760
249
.761
250
.760
251
.760
252
.759
253
.758
254
.757
255
.757
256
.757
257
.756
258
.755
259
.754
260
.753
261
.753
262
.755
263
.752
264
.752
265
.752
266
.754
267
.748
268
.749
269
.747
270
.748
271
.744
272
.743
273
.743
274
.741
275
.742
276
.741
277
.741
278
.740
279
.741
280
.738
281
.738
282
.740
283
.739
284
.738
285
.738
286
.738
287
.737
288
.738
289
.735
290
.736
291
.735
292
.735
293
.734
294
.734
295
.733
296
.733
297
.734
298
.731
299
.731
300
.729
301
.727
302
.726
303
.726
304
.725
305
.724
306
.724
307
.723
308
.724
309
.724
310
.723
311
.724
312
.721
313
.720
314
.718
315
.719
316
.718
317
.718
318
.717
319
.716
320
.717
321
.716
322
.716
323
.715
324
.715
325
.715
326
.713
327
.712
328
.712
329
.711
330
.711
331
.709
332
.705
333
.705
334
.706
335
.705
336
.704
337
.705
338
.706
339
.704
340
.705
341
.706
342
.704
343
.703
344
.703
345
.700
346
.700
347
.700
348
.698
349
.698
350
.697
351
.694
352
.694
353
.694
354
.692
355
.687
356
.685
357
.681
358
.679
359
.679
360
.679
361
.674
362
.673
363
.667
364
.667
365
.667
366
.668
367
.665
368
.665
369
.665
370
.661
371
.650
372
.646
373
.644
374
.640
375
.640
376
.639
377
.628
378
.628
379
.611
380
.613
381
.609
382
.606
383
.601
384
.598
385
.596
386
.586
387
.584
388
.578
389
.571
390
.572
391
.569
392
.568
393
.568
394
.567
395
.565
396
.559
397
.557
398
.557
399
.555
400
.552
401
.552
402
.548
403
.542
404
.536
405
.527
406
.511
407
.503
408
.497
409
.491
410
.452
411
.418
412
.399
413
.398
414
.397
415
.397
416
.397
417
.393
418
.393
419
.393
420
.393
421
.352
422
.319
423
.274
424
.114
425
.021
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458

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