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
.873
22
.870
23
.870
24
.868
25
.866
26
.865
27
.863
28
.863
29
.863
30
.861
31
.857
32
.856
33
.857
34
.853
35
.852
36
.849
37
.851
38
.847
39
.845
40
.845
41
.844
42
.843
43
.843
44
.841
45
.842
46
.843
47
.841
48
.841
49
.841
50
.841
51
.838
52
.839
53
.837
54
.839
55
.838
56
.837
57
.835
58
.834
59
.832
60
.833
61
.832
62
.830
63
.829
64
.829
65
.827
66
.825
67
.825
68
.824
69
.823
70
.822
71
.823
72
.820
73
.820
74
.817
75
.814
76
.814
77
.814
78
.813
79
.813
80
.812
81
.811
82
.811
83
.808
84
.806
85
.805
86
.806
87
.804
88
.804
89
.803
90
.802
91
.802
92
.801
93
.801
94
.800
95
.799
96
.798
97
.798
98
.799
99
.796
100
.795
101
.794
102
.794
103
.793
104
.794
105
.793
106
.791
107
.792
108
.791
109
.790
110
.789
111
.789
112
.787
113
.787
114
.786
115
.784
116
.783
117
.781
118
.780
119
.780
120
.781
121
.779
122
.778
123
.780
124
.778
125
.779
126
.777
127
.777
128
.777
129
.776
130
.776
131
.776
132
.775
133
.776
134
.773
135
.772
136
.771
137
.769
138
.769
139
.768
140
.767
141
.767
142
.767
143
.766
144
.766
145
.766
146
.764
147
.762
148
.764
149
.762
150
.761
151
.763
152
.762
153
.762
154
.762
155
.761
156
.761
157
.759
158
.758
159
.756
160
.755
161
.752
162
.752
163
.751
164
.751
165
.750
166
.750
167
.749
168
.747
169
.746
170
.746
171
.741
172
.742
173
.741
174
.741
175
.739
176
.738
177
.738
178
.737
179
.737
180
.735
181
.737
182
.736
183
.734
184
.731
185
.731
186
.728
187
.726
188
.726
189
.725
190
.727
191
.718
192
.717
193
.715
194
.715
195
.714
196
.711
197
.710
198
.711
199
.709
200
.708
201
.707
202
.706
203
.705
204
.703
205
.702
206
.702
207
.700
208
.700
209
.701
210
.700
211
.699
212
.699
213
.696
214
.696
215
.696
216
.696
217
.695
218
.695
219
.692
220
.692
221
.691
222
.690
223
.688
224
.687
225
.687
226
.687
227
.686
228
.684
229
.684
230
.684
231
.682
232
.681
233
.683
234
.681
235
.680
236
.680
237
.679
238
.679
239
.678
240
.677
241
.677
242
.677
243
.676
244
.676
245
.673
246
.671
247
.669
248
.668
249
.667
250
.668
251
.666
252
.667
253
.666
254
.663
255
.664
256
.663
257
.663
258
.661
259
.659
260
.658
261
.658
262
.658
263
.658
264
.655
265
.657
266
.655
267
.654
268
.651
269
.651
270
.651
271
.647
272
.646
273
.645
274
.645
275
.644
276
.644
277
.644
278
.643
279
.643
280
.643
281
.643
282
.642
283
.642
284
.642
285
.641
286
.641
287
.640
288
.640
289
.640
290
.639
291
.638
292
.634
293
.634
294
.632
295
.632
296
.631
297
.631
298
.630
299
.630
300
.625
301
.625
302
.624
303
.622
304
.622
305
.622
306
.620
307
.620
308
.619
309
.617
310
.616
311
.616
312
.615
313
.613
314
.611
315
.607
316
.607
317
.606
318
.603
319
.603
320
.601
321
.599
322
.600
323
.600
324
.598
325
.597
326
.597
327
.596
328
.596
329
.597
330
.597
331
.594
332
.594
333
.593
334
.594
335
.593
336
.592
337
.591
338
.589
339
.588
340
.586
341
.586
342
.584
343
.582
344
.583
345
.582
346
.582
347
.578
348
.579
349
.572
350
.572
351
.570
352
.569
353
.568
354
.568
355
.566
356
.565
357
.560
358
.555
359
.554
360
.554
361
.550
362
.548
363
.545
364
.546
365
.543
366
.543
367
.542
368
.539
369
.534
370
.533
371
.532
372
.529
373
.525
374
.523
375
.523
376
.517
377
.515
378
.513
379
.511
380
.509
381
.509
382
.508
383
.508
384
.506
385
.500
386
.498
387
.498
388
.497
389
.490
390
.487
391
.486
392
.480
393
.467
394
.455
395
.451
396
.451
397
.451
398
.439
399
.433
400
.430
401
.422
402
.412
403
.386
404
.376
405
.358
406
.347
407
.340
408
.338
409
.330
410
.329
411
.325
412
.325
413
.268
414
.265
415
.254
416
.247
417
.245
418
.241
419
.210
420
.164
421
.157
422
.094
423
.021
424
.021
425
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

0.93.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_sparseness