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-texture_sparseness")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.930
2
.919
3
.917
4
.912
5
.908
6
.908
7
.907
8
.900
9
.897
10
.894
11
.886
12
.885
13
.884
14
.878
15
.877
16
.879
17
.876
18
.875
19
.875
20
.874
21
.870
22
.870
23
.868
24
.866
25
.863
26
.861
27
.857
28
.856
29
.857
30
.853
31
.849
32
.851
33
.847
34
.845
35
.845
36
.844
37
.843
38
.843
39
.842
40
.843
41
.841
42
.841
43
.841
44
.838
45
.839
46
.837
47
.839
48
.838
49
.835
50
.834
51
.832
52
.833
53
.832
54
.830
55
.829
56
.829
57
.827
58
.825
59
.825
60
.824
61
.823
62
.822
63
.823
64
.820
65
.820
66
.817
67
.814
68
.814
69
.814
70
.813
71
.813
72
.812
73
.811
74
.811
75
.808
76
.806
77
.805
78
.806
79
.804
80
.804
81
.803
82
.802
83
.802
84
.801
85
.801
86
.800
87
.799
88
.798
89
.798
90
.799
91
.796
92
.795
93
.794
94
.794
95
.793
96
.794
97
.793
98
.791
99
.792
100
.791
101
.790
102
.789
103
.789
104
.787
105
.787
106
.786
107
.784
108
.783
109
.781
110
.780
111
.780
112
.781
113
.779
114
.778
115
.780
116
.778
117
.779
118
.777
119
.777
120
.777
121
.776
122
.778
123
.776
124
.776
125
.775
126
.776
127
.773
128
.772
129
.771
130
.769
131
.769
132
.768
133
.767
134
.767
135
.767
136
.766
137
.766
138
.766
139
.764
140
.762
141
.764
142
.762
143
.761
144
.763
145
.762
146
.762
147
.762
148
.761
149
.761
150
.759
151
.758
152
.756
153
.756
154
.755
155
.752
156
.752
157
.751
158
.751
159
.750
160
.750
161
.749
162
.747
163
.746
164
.746
165
.741
166
.742
167
.741
168
.741
169
.738
170
.738
171
.737
172
.737
173
.735
174
.737
175
.736
176
.734
177
.731
178
.731
179
.728
180
.726
181
.726
182
.725
183
.727
184
.718
185
.717
186
.715
187
.715
188
.714
189
.711
190
.710
191
.711
192
.709
193
.708
194
.707
195
.706
196
.705
197
.703
198
.702
199
.702
200
.700
201
.700
202
.701
203
.700
204
.699
205
.699
206
.696
207
.696
208
.696
209
.695
210
.695
211
.692
212
.692
213
.691
214
.690
215
.688
216
.687
217
.687
218
.687
219
.686
220
.684
221
.684
222
.684
223
.681
224
.683
225
.681
226
.680
227
.680
228
.679
229
.679
230
.677
231
.677
232
.677
233
.676
234
.676
235
.673
236
.671
237
.669
238
.667
239
.668
240
.668
241
.666
242
.667
243
.666
244
.665
245
.663
246
.664
247
.663
248
.663
249
.659
250
.658
251
.658
252
.658
253
.658
254
.655
255
.657
256
.655
257
.654
258
.651
259
.651
260
.647
261
.646
262
.645
263
.645
264
.644
265
.644
266
.644
267
.643
268
.643
269
.643
270
.643
271
.642
272
.642
273
.642
274
.641
275
.641
276
.640
277
.640
278
.639
279
.635
280
.634
281
.634
282
.632
283
.632
284
.632
285
.631
286
.631
287
.630
288
.630
289
.628
290
.625
291
.625
292
.624
293
.622
294
.622
295
.622
296
.620
297
.618
298
.616
299
.616
300
.615
301
.613
302
.611
303
.607
304
.606
305
.603
306
.603
307
.601
308
.599
309
.600
310
.600
311
.598
312
.597
313
.596
314
.596
315
.596
316
.597
317
.594
318
.594
319
.593
320
.594
321
.593
322
.592
323
.591
324
.589
325
.588
326
.586
327
.586
328
.584
329
.582
330
.583
331
.582
332
.582
333
.578
334
.579
335
.577
336
.572
337
.572
338
.570
339
.569
340
.568
341
.565
342
.564
343
.560
344
.555
345
.554
346
.554
347
.550
348
.548
349
.548
350
.545
351
.546
352
.543
353
.543
354
.542
355
.539
356
.534
357
.533
358
.529
359
.525
360
.523
361
.523
362
.517
363
.515
364
.513
365
.511
366
.509
367
.509
368
.508
369
.506
370
.500
371
.498
372
.498
373
.497
374
.490
375
.487
376
.486
377
.467
378
.455
379
.451
380
.451
381
.451
382
.439
383
.433
384
.430
385
.422
386
.412
387
.386
388
.376
389
.358
390
.347
391
.338
392
.330
393
.329
394
.325
395
.325
396
.268
397
.265
398
.254
399
.247
400
.245
401
.241
402
.210
403
.164
404
.157
405
.094
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

0.93.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_sparseness