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
.942
24
.941
25
.942
26
.941
27
.936
28
.934
29
.935
30
.931
31
.932
32
.931
33
.927
34
.929
35
.925
36
.924
37
.924
38
.923
39
.921
40
.920
41
.920
42
.921
43
.915
44
.914
45
.914
46
.914
47
.913
48
.913
49
.911
50
.911
51
.911
52
.913
53
.910
54
.910
55
.909
56
.909
57
.909
58
.908
59
.908
60
.907
61
.908
62
.904
63
.905
64
.906
65
.904
66
.904
67
.904
68
.906
69
.904
70
.903
71
.904
72
.902
73
.901
74
.902
75
.898
76
.897
77
.897
78
.898
79
.894
80
.895
81
.894
82
.894
83
.890
84
.892
85
.892
86
.891
87
.892
88
.890
89
.888
90
.889
91
.889
92
.888
93
.888
94
.886
95
.884
96
.883
97
.882
98
.881
99
.880
100
.882
101
.879
102
.879
103
.877
104
.875
105
.876
106
.875
107
.876
108
.876
109
.876
110
.875
111
.874
112
.872
113
.870
114
.869
115
.866
116
.866
117
.865
118
.864
119
.863
120
.864
121
.863
122
.862
123
.859
124
.859
125
.855
126
.853
127
.854
128
.853
129
.853
130
.851
131
.849
132
.849
133
.847
134
.847
135
.845
136
.844
137
.841
138
.842
139
.841
140
.839
141
.838
142
.838
143
.836
144
.837
145
.836
146
.835
147
.834
148
.831
149
.831
150
.831
151
.831
152
.830
153
.827
154
.826
155
.826
156
.827
157
.824
158
.824
159
.823
160
.821
161
.822
162
.820
163
.821
164
.820
165
.818
166
.818
167
.818
168
.817
169
.816
170
.814
171
.812
172
.812
173
.812
174
.809
175
.808
176
.809
177
.808
178
.808
179
.808
180
.808
181
.806
182
.805
183
.805
184
.805
185
.804
186
.801
187
.800
188
.797
189
.798
190
.797
191
.796
192
.796
193
.794
194
.792
195
.793
196
.792
197
.792
198
.791
199
.789
200
.788
201
.789
202
.788
203
.785
204
.784
205
.784
206
.783
207
.782
208
.780
209
.780
210
.779
211
.778
212
.777
213
.777
214
.778
215
.777
216
.776
217
.776
218
.775
219
.772
220
.773
221
.773
222
.769
223
.768
224
.765
225
.765
226
.766
227
.766
228
.765
229
.765
230
.762
231
.762
232
.763
233
.762
234
.761
235
.761
236
.762
237
.760
238
.761
239
.760
240
.760
241
.759
242
.758
243
.757
244
.757
245
.757
246
.756
247
.755
248
.754
249
.753
250
.753
251
.755
252
.752
253
.752
254
.752
255
.754
256
.748
257
.749
258
.747
259
.748
260
.744
261
.743
262
.741
263
.742
264
.741
265
.740
266
.741
267
.738
268
.738
269
.740
270
.739
271
.738
272
.738
273
.738
274
.737
275
.738
276
.735
277
.736
278
.735
279
.735
280
.734
281
.734
282
.733
283
.733
284
.734
285
.731
286
.731
287
.729
288
.727
289
.726
290
.726
291
.725
292
.724
293
.724
294
.723
295
.724
296
.724
297
.723
298
.724
299
.721
300
.720
301
.718
302
.719
303
.718
304
.718
305
.717
306
.716
307
.717
308
.716
309
.716
310
.715
311
.715
312
.715
313
.713
314
.712
315
.712
316
.711
317
.711
318
.709
319
.705
320
.705
321
.706
322
.705
323
.704
324
.705
325
.706
326
.704
327
.704
328
.703
329
.703
330
.700
331
.700
332
.700
333
.698
334
.698
335
.697
336
.694
337
.694
338
.694
339
.692
340
.687
341
.685
342
.681
343
.679
344
.679
345
.679
346
.674
347
.673
348
.667
349
.667
350
.667
351
.668
352
.665
353
.665
354
.665
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
.352
399
.319
400
.114
401
.021
402
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
433

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