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
.749
111
.748
112
.748
113
.747
114
.747
115
.748
116
.747
117
.746
118
.745
119
.746
120
.745
121
.745
122
.746
123
.743
124
.743
125
.745
126
.744
127
.743
128
.742
129
.741
130
.741
131
.740
132
.740
133
.740
134
.739
135
.737
136
.737
137
.737
138
.735
139
.736
140
.735
141
.734
142
.734
143
.734
144
.733
145
.733
146
.733
147
.732
148
.733
149
.732
150
.732
151
.731
152
.730
153
.730
154
.729
155
.729
156
.729
157
.728
158
.727
159
.723
160
.724
161
.724
162
.723
163
.723
164
.723
165
.723
166
.724
167
.721
168
.722
169
.721
170
.723
171
.721
172
.721
173
.721
174
.720
175
.720
176
.719
177
.720
178
.719
179
.718
180
.718
181
.716
182
.714
183
.712
184
.712
185
.712
186
.712
187
.712
188
.711
189
.711
190
.710
191
.711
192
.708
193
.710
194
.709
195
.708
196
.708
197
.708
198
.707
199
.706
200
.706
201
.706
202
.705
203
.705
204
.703
205
.701
206
.700
207
.698
208
.696
209
.697
210
.696
211
.696
212
.694
213
.694
214
.694
215
.693
216
.693
217
.693
218
.693
219
.690
220
.689
221
.689
222
.689
223
.690
224
.687
225
.688
226
.687
227
.687
228
.685
229
.685
230
.684
231
.685
232
.684
233
.683
234
.682
235
.684
236
.682
237
.681
238
.682
239
.681
240
.679
241
.678
242
.675
243
.676
244
.675
245
.675
246
.674
247
.674
248
.671
249
.671
250
.671
251
.670
252
.670
253
.671
254
.670
255
.671
256
.670
257
.669
258
.669
259
.669
260
.670
261
.669
262
.669
263
.669
264
.669
265
.669
266
.667
267
.666
268
.665
269
.665
270
.665
271
.662
272
.663
273
.662
274
.662
275
.662
276
.660
277
.659
278
.659
279
.659
280
.659
281
.657
282
.657
283
.655
284
.649
285
.646
286
.643
287
.642
288
.641
289
.640
290
.640
291
.640
292
.639
293
.638
294
.639
295
.636
296
.636
297
.630
298
.629
299
.628
300
.623
301
.621
302
.619
303
.618
304
.618
305
.615
306
.615
307
.613
308
.613
309
.613
310
.611
311
.602
312
.604
313
.602
314
.596
315
.595
316
.593
317
.594
318
.592
319
.580
320
.579
321
.579
322
.573
323
.571
324
.567
325
.567
326
.563
327
.559
328
.545
329
.541
330
.539
331
.525
332
.523
333
.517
334
.516
335
.516
336
.509
337
.508
338
.506
339
.506
340
.506
341
.499
342
.491
343
.489
344
.488
345
.481
346
.478
347
.445
348
.442
349
.435
350
.418
351
.418
352
.114
353
.000
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378

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