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
.842
45
.843
46
.841
47
.841
48
.841
49
.841
50
.838
51
.839
52
.837
53
.839
54
.838
55
.837
56
.835
57
.834
58
.832
59
.833
60
.832
61
.830
62
.829
63
.829
64
.827
65
.825
66
.825
67
.824
68
.823
69
.822
70
.823
71
.820
72
.820
73
.817
74
.814
75
.814
76
.814
77
.813
78
.813
79
.812
80
.811
81
.811
82
.808
83
.806
84
.805
85
.806
86
.804
87
.804
88
.803
89
.802
90
.802
91
.801
92
.801
93
.800
94
.799
95
.798
96
.798
97
.799
98
.796
99
.795
100
.794
101
.794
102
.793
103
.794
104
.793
105
.791
106
.792
107
.791
108
.790
109
.789
110
.789
111
.787
112
.787
113
.786
114
.784
115
.783
116
.781
117
.780
118
.780
119
.781
120
.779
121
.778
122
.780
123
.778
124
.779
125
.777
126
.777
127
.777
128
.776
129
.776
130
.776
131
.775
132
.776
133
.773
134
.772
135
.771
136
.769
137
.769
138
.768
139
.767
140
.767
141
.767
142
.766
143
.766
144
.766
145
.764
146
.762
147
.764
148
.762
149
.761
150
.763
151
.762
152
.762
153
.762
154
.761
155
.761
156
.759
157
.758
158
.756
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
.695
217
.695
218
.692
219
.692
220
.691
221
.690
222
.688
223
.687
224
.687
225
.687
226
.686
227
.684
228
.684
229
.684
230
.681
231
.683
232
.681
233
.680
234
.680
235
.679
236
.679
237
.677
238
.677
239
.677
240
.676
241
.676
242
.673
243
.671
244
.669
245
.667
246
.668
247
.666
248
.667
249
.666
250
.663
251
.664
252
.663
253
.663
254
.661
255
.659
256
.658
257
.658
258
.658
259
.658
260
.655
261
.657
262
.655
263
.654
264
.651
265
.651
266
.647
267
.646
268
.645
269
.645
270
.644
271
.644
272
.644
273
.643
274
.643
275
.643
276
.643
277
.642
278
.642
279
.642
280
.641
281
.641
282
.640
283
.640
284
.639
285
.634
286
.634
287
.632
288
.632
289
.631
290
.631
291
.630
292
.630
293
.625
294
.625
295
.624
296
.622
297
.622
298
.622
299
.620
300
.620
301
.616
302
.616
303
.615
304
.613
305
.611
306
.607
307
.606
308
.603
309
.603
310
.601
311
.599
312
.600
313
.600
314
.598
315
.597
316
.596
317
.596
318
.597
319
.594
320
.594
321
.593
322
.594
323
.593
324
.592
325
.591
326
.589
327
.588
328
.586
329
.586
330
.584
331
.582
332
.583
333
.582
334
.582
335
.578
336
.579
337
.572
338
.572
339
.570
340
.569
341
.568
342
.565
343
.560
344
.555
345
.554
346
.554
347
.550
348
.548
349
.545
350
.546
351
.543
352
.543
353
.542
354
.539
355
.534
356
.533
357
.529
358
.523
359
.523
360
.517
361
.515
362
.513
363
.511
364
.509
365
.509
366
.508
367
.506
368
.500
369
.498
370
.498
371
.497
372
.490
373
.487
374
.486
375
.467
376
.455
377
.451
378
.451
379
.451
380
.439
381
.433
382
.430
383
.422
384
.412
385
.386
386
.376
387
.358
388
.347
389
.338
390
.330
391
.329
392
.325
393
.325
394
.268
395
.265
396
.254
397
.247
398
.245
399
.241
400
.210
401
.164
402
.157
403
.094
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

0.93.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_sparseness