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
.864
29
.860
30
.856
31
.856
32
.855
33
.854
34
.853
35
.851
36
.848
37
.837
38
.816
39
.809
40
.805
41
.804
42
.804
43
.802
44
.801
45
.799
46
.795
47
.794
48
.794
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
.775
73
.774
74
.773
75
.773
76
.772
77
.771
78
.771
79
.770
80
.769
81
.769
82
.768
83
.768
84
.767
85
.765
86
.766
87
.765
88
.764
89
.764
90
.763
91
.762
92
.762
93
.761
94
.761
95
.761
96
.760
97
.758
98
.759
99
.758
100
.756
101
.755
102
.755
103
.753
104
.752
105
.752
106
.750
107
.750
108
.750
109
.749
110
.748
111
.748
112
.747
113
.747
114
.748
115
.747
116
.746
117
.746
118
.745
119
.743
120
.743
121
.745
122
.744
123
.743
124
.742
125
.741
126
.741
127
.740
128
.740
129
.740
130
.739
131
.737
132
.737
133
.735
134
.736
135
.735
136
.734
137
.734
138
.733
139
.733
140
.732
141
.733
142
.732
143
.732
144
.731
145
.730
146
.730
147
.729
148
.729
149
.728
150
.727
151
.724
152
.724
153
.723
154
.723
155
.723
156
.723
157
.724
158
.721
159
.722
160
.721
161
.723
162
.721
163
.721
164
.721
165
.720
166
.720
167
.719
168
.720
169
.719
170
.718
171
.718
172
.716
173
.714
174
.712
175
.712
176
.712
177
.712
178
.711
179
.711
180
.710
181
.711
182
.708
183
.710
184
.709
185
.708
186
.708
187
.708
188
.707
189
.706
190
.706
191
.706
192
.705
193
.705
194
.703
195
.701
196
.700
197
.698
198
.696
199
.697
200
.696
201
.696
202
.694
203
.694
204
.694
205
.693
206
.693
207
.693
208
.693
209
.690
210
.689
211
.689
212
.689
213
.690
214
.687
215
.688
216
.687
217
.687
218
.685
219
.685
220
.684
221
.685
222
.684
223
.683
224
.682
225
.684
226
.682
227
.681
228
.682
229
.681
230
.679
231
.678
232
.675
233
.676
234
.675
235
.675
236
.674
237
.674
238
.671
239
.671
240
.670
241
.671
242
.670
243
.671
244
.670
245
.671
246
.670
247
.669
248
.669
249
.669
250
.670
251
.669
252
.669
253
.669
254
.669
255
.669
256
.667
257
.666
258
.665
259
.665
260
.665
261
.663
262
.662
263
.662
264
.662
265
.662
266
.660
267
.659
268
.659
269
.659
270
.659
271
.657
272
.657
273
.655
274
.649
275
.646
276
.643
277
.642
278
.641
279
.640
280
.640
281
.640
282
.639
283
.638
284
.639
285
.636
286
.636
287
.630
288
.629
289
.628
290
.623
291
.621
292
.619
293
.618
294
.618
295
.615
296
.615
297
.613
298
.613
299
.613
300
.611
301
.602
302
.604
303
.602
304
.596
305
.595
306
.593
307
.594
308
.592
309
.580
310
.579
311
.579
312
.573
313
.571
314
.567
315
.567
316
.563
317
.559
318
.545
319
.541
320
.539
321
.525
322
.523
323
.517
324
.516
325
.516
326
.509
327
.508
328
.506
329
.506
330
.506
331
.499
332
.491
333
.489
334
.488
335
.481
336
.478
337
.445
338
.442
339
.435
340
.418
341
.418
342
.114
343
.000
344
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

0.95.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: texture_modulation_index