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_modulation_index")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.991
2
.974
3
.966
4
.961
5
.953
6
.952
7
.949
8
.949
9
.947
10
.948
11
.944
12
.933
13
.933
14
.927
15
.922
16
.914
17
.915
18
.912
19
.911
20
.900
21
.898
22
.893
23
.891
24
.885
25
.872
26
.871
27
.871
28
.860
29
.856
30
.856
31
.855
32
.854
33
.853
34
.851
35
.848
36
.837
37
.816
38
.809
39
.805
40
.804
41
.804
42
.802
43
.801
44
.799
45
.795
46
.794
47
.794
48
.792
49
.792
50
.792
51
.788
52
.788
53
.787
54
.788
55
.787
56
.787
57
.782
58
.781
59
.783
60
.783
61
.782
62
.780
63
.780
64
.780
65
.778
66
.778
67
.776
68
.777
69
.776
70
.775
71
.775
72
.774
73
.773
74
.773
75
.772
76
.771
77
.771
78
.770
79
.769
80
.769
81
.768
82
.768
83
.767
84
.765
85
.766
86
.765
87
.764
88
.764
89
.763
90
.762
91
.762
92
.761
93
.761
94
.761
95
.760
96
.758
97
.759
98
.758
99
.756
100
.755
101
.755
102
.753
103
.752
104
.752
105
.750
106
.750
107
.750
108
.749
109
.748
110
.748
111
.747
112
.747
113
.748
114
.747
115
.746
116
.746
117
.745
118
.743
119
.743
120
.745
121
.744
122
.743
123
.742
124
.741
125
.741
126
.740
127
.740
128
.740
129
.739
130
.737
131
.737
132
.735
133
.734
134
.733
135
.733
136
.732
137
.733
138
.732
139
.731
140
.730
141
.730
142
.729
143
.729
144
.728
145
.727
146
.724
147
.724
148
.723
149
.723
150
.723
151
.723
152
.724
153
.721
154
.722
155
.721
156
.723
157
.721
158
.721
159
.721
160
.720
161
.720
162
.719
163
.720
164
.719
165
.718
166
.718
167
.716
168
.714
169
.712
170
.712
171
.712
172
.712
173
.711
174
.711
175
.710
176
.711
177
.708
178
.710
179
.709
180
.708
181
.708
182
.708
183
.707
184
.706
185
.706
186
.706
187
.705
188
.705
189
.703
190
.701
191
.700
192
.698
193
.696
194
.697
195
.696
196
.696
197
.694
198
.694
199
.694
200
.693
201
.693
202
.693
203
.693
204
.690
205
.689
206
.689
207
.689
208
.690
209
.687
210
.688
211
.687
212
.687
213
.685
214
.685
215
.684
216
.685
217
.684
218
.683
219
.682
220
.684
221
.682
222
.681
223
.682
224
.681
225
.679
226
.678
227
.675
228
.676
229
.675
230
.675
231
.674
232
.674
233
.671
234
.671
235
.670
236
.671
237
.670
238
.671
239
.670
240
.671
241
.670
242
.669
243
.669
244
.669
245
.670
246
.669
247
.669
248
.669
249
.669
250
.669
251
.667
252
.666
253
.665
254
.665
255
.662
256
.663
257
.662
258
.662
259
.662
260
.660
261
.659
262
.659
263
.659
264
.659
265
.657
266
.657
267
.655
268
.649
269
.646
270
.643
271
.642
272
.641
273
.640
274
.640
275
.640
276
.639
277
.638
278
.639
279
.636
280
.636
281
.630
282
.629
283
.628
284
.623
285
.621
286
.619
287
.618
288
.618
289
.615
290
.615
291
.613
292
.613
293
.613
294
.611
295
.602
296
.604
297
.602
298
.596
299
.595
300
.593
301
.594
302
.592
303
.580
304
.579
305
.579
306
.573
307
.571
308
.567
309
.567
310
.563
311
.559
312
.545
313
.541
314
.539
315
.525
316
.523
317
.517
318
.516
319
.516
320
.509
321
.508
322
.506
323
.506
324
.506
325
.499
326
.491
327
.489
328
.488
329
.481
330
.478
331
.445
332
.442
333
.435
334
.418
335
.418
336
.114
337
.000
338
X
339
X
340
X
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

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

0.95.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_modulation_index