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
.876
19
.875
20
.874
21
.870
22
.868
23
.866
24
.863
25
.861
26
.856
27
.857
28
.853
29
.849
30
.851
31
.847
32
.845
33
.845
34
.844
35
.843
36
.843
37
.842
38
.843
39
.841
40
.841
41
.841
42
.838
43
.839
44
.837
45
.839
46
.838
47
.835
48
.834
49
.832
50
.833
51
.832
52
.830
53
.829
54
.829
55
.827
56
.825
57
.825
58
.824
59
.823
60
.822
61
.823
62
.823
63
.820
64
.817
65
.814
66
.814
67
.814
68
.813
69
.813
70
.812
71
.811
72
.811
73
.808
74
.806
75
.805
76
.806
77
.804
78
.804
79
.803
80
.802
81
.802
82
.801
83
.801
84
.800
85
.799
86
.798
87
.798
88
.799
89
.796
90
.795
91
.794
92
.794
93
.793
94
.794
95
.793
96
.791
97
.792
98
.791
99
.790
100
.789
101
.789
102
.787
103
.787
104
.786
105
.784
106
.783
107
.781
108
.780
109
.780
110
.781
111
.779
112
.778
113
.780
114
.778
115
.779
116
.777
117
.777
118
.777
119
.776
120
.778
121
.776
122
.776
123
.775
124
.776
125
.773
126
.772
127
.771
128
.769
129
.769
130
.768
131
.767
132
.767
133
.767
134
.766
135
.766
136
.766
137
.764
138
.762
139
.764
140
.762
141
.761
142
.763
143
.762
144
.762
145
.762
146
.761
147
.761
148
.759
149
.758
150
.756
151
.755
152
.752
153
.752
154
.751
155
.751
156
.750
157
.749
158
.749
159
.747
160
.746
161
.746
162
.741
163
.742
164
.741
165
.741
166
.738
167
.738
168
.737
169
.737
170
.735
171
.737
172
.736
173
.734
174
.731
175
.731
176
.728
177
.726
178
.726
179
.725
180
.727
181
.718
182
.717
183
.715
184
.715
185
.714
186
.711
187
.710
188
.711
189
.709
190
.708
191
.707
192
.706
193
.705
194
.703
195
.702
196
.702
197
.700
198
.700
199
.701
200
.700
201
.699
202
.699
203
.696
204
.696
205
.695
206
.695
207
.692
208
.692
209
.691
210
.690
211
.688
212
.687
213
.687
214
.687
215
.686
216
.684
217
.684
218
.684
219
.681
220
.681
221
.680
222
.680
223
.679
224
.679
225
.677
226
.677
227
.677
228
.676
229
.673
230
.671
231
.669
232
.667
233
.668
234
.668
235
.666
236
.667
237
.666
238
.663
239
.664
240
.663
241
.663
242
.659
243
.658
244
.658
245
.658
246
.658
247
.655
248
.655
249
.654
250
.651
251
.651
252
.647
253
.646
254
.645
255
.645
256
.644
257
.644
258
.643
259
.643
260
.643
261
.642
262
.642
263
.642
264
.641
265
.640
266
.639
267
.634
268
.634
269
.632
270
.632
271
.631
272
.631
273
.630
274
.630
275
.625
276
.624
277
.622
278
.622
279
.620
280
.616
281
.616
282
.615
283
.613
284
.611
285
.607
286
.606
287
.603
288
.603
289
.601
290
.599
291
.600
292
.600
293
.598
294
.597
295
.596
296
.597
297
.594
298
.594
299
.593
300
.594
301
.593
302
.592
303
.591
304
.589
305
.588
306
.586
307
.586
308
.584
309
.582
310
.583
311
.582
312
.582
313
.579
314
.572
315
.572
316
.570
317
.569
318
.565
319
.560
320
.555
321
.554
322
.554
323
.550
324
.548
325
.548
326
.546
327
.545
328
.543
329
.543
330
.543
331
.542
332
.543
333
.542
334
.543
335
.542
336
.542
337
.542
338
.541
339
.534
340
.533
341
.529
342
.523
343
.515
344
.513
345
.511
346
.509
347
.509
348
.508
349
.500
350
.498
351
.497
352
.490
353
.487
354
.486
355
.467
356
.455
357
.451
358
.451
359
.451
360
.439
361
.433
362
.430
363
.422
364
.412
365
.404
366
.386
367
.376
368
.358
369
.347
370
.338
371
.330
372
.329
373
.325
374
.325
375
.254
376
.241
377
.210
378
.164
379
.157
380
.094
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404

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