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
.929
15
.927
16
.922
17
.914
18
.915
19
.912
20
.911
21
.911
22
.911
23
.900
24
.898
25
.893
26
.891
27
.893
28
.885
29
.885
30
.878
31
.872
32
.871
33
.871
34
.864
35
.860
36
.856
37
.856
38
.855
39
.854
40
.853
41
.851
42
.848
43
.839
44
.837
45
.829
46
.826
47
.823
48
.819
49
.816
50
.814
51
.809
52
.807
53
.805
54
.804
55
.804
56
.804
57
.802
58
.802
59
.801
60
.799
61
.796
62
.795
63
.794
64
.794
65
.792
66
.792
67
.792
68
.790
69
.788
70
.788
71
.787
72
.788
73
.787
74
.787
75
.786
76
.786
77
.782
78
.783
79
.783
80
.782
81
.780
82
.780
83
.780
84
.780
85
.778
86
.778
87
.778
88
.777
89
.776
90
.777
91
.776
92
.775
93
.775
94
.774
95
.775
96
.774
97
.773
98
.773
99
.772
100
.771
101
.771
102
.770
103
.769
104
.769
105
.769
106
.769
107
.768
108
.768
109
.767
110
.767
111
.765
112
.766
113
.764
114
.765
115
.764
116
.764
117
.764
118
.763
119
.762
120
.762
121
.761
122
.761
123
.761
124
.760
125
.758
126
.759
127
.758
128
.757
129
.757
130
.756
131
.755
132
.755
133
.753
134
.754
135
.752
136
.752
137
.750
138
.750
139
.750
140
.750
141
.749
142
.749
143
.748
144
.749
145
.748
146
.747
147
.747
148
.748
149
.747
150
.746
151
.745
152
.746
153
.746
154
.745
155
.745
156
.746
157
.743
158
.743
159
.745
160
.744
161
.743
162
.742
163
.741
164
.741
165
.740
166
.740
167
.740
168
.739
169
.737
170
.737
171
.737
172
.735
173
.736
174
.735
175
.734
176
.734
177
.734
178
.733
179
.733
180
.733
181
.732
182
.733
183
.732
184
.732
185
.731
186
.730
187
.730
188
.729
189
.729
190
.729
191
.728
192
.727
193
.723
194
.724
195
.724
196
.723
197
.723
198
.722
199
.723
200
.723
201
.724
202
.721
203
.722
204
.721
205
.723
206
.721
207
.721
208
.721
209
.720
210
.720
211
.721
212
.719
213
.720
214
.719
215
.718
216
.718
217
.716
218
.715
219
.716
220
.713
221
.714
222
.712
223
.712
224
.712
225
.712
226
.712
227
.711
228
.711
229
.710
230
.711
231
.708
232
.710
233
.709
234
.708
235
.708
236
.708
237
.708
238
.707
239
.706
240
.706
241
.706
242
.705
243
.705
244
.702
245
.703
246
.701
247
.700
248
.698
249
.696
250
.696
251
.696
252
.697
253
.696
254
.695
255
.696
256
.694
257
.694
258
.694
259
.693
260
.693
261
.692
262
.693
263
.693
264
.690
265
.690
266
.689
267
.689
268
.689
269
.690
270
.687
271
.688
272
.687
273
.687
274
.685
275
.685
276
.684
277
.685
278
.684
279
.683
280
.682
281
.684
282
.682
283
.681
284
.681
285
.682
286
.681
287
.679
288
.678
289
.675
290
.676
291
.675
292
.675
293
.674
294
.674
295
.671
296
.671
297
.670
298
.671
299
.669
300
.669
301
.669
302
.669
303
.669
304
.669
305
.669
306
.667
307
.666
308
.666
309
.665
310
.665
311
.665
312
.663
313
.662
314
.663
315
.662
316
.662
317
.662
318
.660
319
.659
320
.659
321
.659
322
.658
323
.659
324
.657
325
.657
326
.655
327
.650
328
.649
329
.646
330
.643
331
.642
332
.641
333
.641
334
.640
335
.640
336
.640
337
.639
338
.638
339
.639
340
.636
341
.636
342
.634
343
.630
344
.629
345
.628
346
.626
347
.623
348
.623
349
.621
350
.621
351
.619
352
.618
353
.618
354
.615
355
.615
356
.613
357
.613
358
.613
359
.611
360
.602
361
.604
362
.602
363
.596
364
.595
365
.593
366
.594
367
.592
368
.583
369
.580
370
.579
371
.579
372
.575
373
.573
374
.571
375
.567
376
.567
377
.563
378
.559
379
.545
380
.541
381
.539
382
.525
383
.524
384
.523
385
.523
386
.517
387
.516
388
.516
389
.509
390
.508
391
.506
392
.499
393
.491
394
.489
395
.488
396
.481
397
.478
398
.445
399
.435
400
.418
401
.418
402
.382
403
.114
404
.000
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432

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