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

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