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
.791
85
.789
86
.789
87
.787
88
.787
89
.786
90
.784
91
.783
92
.781
93
.780
94
.781
95
.778
96
.780
97
.778
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
.642
232
.641
233
.639
234
.634
235
.634
236
.632
237
.631
238
.631
239
.630
240
.630
241
.625
242
.624
243
.622
244
.622
245
.620
246
.616
247
.616
248
.615
249
.613
250
.611
251
.607
252
.606
253
.603
254
.603
255
.601
256
.599
257
.600
258
.600
259
.598
260
.597
261
.596
262
.597
263
.594
264
.594
265
.593
266
.594
267
.593
268
.592
269
.591
270
.589
271
.588
272
.586
273
.586
274
.584
275
.582
276
.583
277
.582
278
.582
279
.579
280
.572
281
.572
282
.570
283
.569
284
.565
285
.560
286
.555
287
.554
288
.554
289
.550
290
.548
291
.548
292
.546
293
.545
294
.543
295
.543
296
.542
297
.543
298
.542
299
.543
300
.542
301
.542
302
.541
303
.534
304
.533
305
.529
306
.523
307
.515
308
.513
309
.511
310
.509
311
.509
312
.508
313
.500
314
.498
315
.497
316
.490
317
.486
318
.467
319
.455
320
.451
321
.451
322
.451
323
.433
324
.430
325
.422
326
.412
327
.404
328
.386
329
.358
330
.347
331
.338
332
.330
333
.329
334
.325
335
.325
336
.254
337
.241
338
.164
339
.157
340
.094
341
X
342
X
343
X
344
X
345
X
346
X
347
X
348
X
349
X
350
X
351
X
352
X
353
X
354
X
355
X
356
X
357
X
358
X
359
X
360
X
361
X
362
X
363
X
364
X

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