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-abs_texture_modulation_index")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.996
2
.992
3
.988
4
.969
5
.964
6
.947
7
.945
8
.945
9
.944
10
.943
11
.938
12
.931
13
.929
14
.926
15
.923
16
.922
17
.916
18
.919
19
.912
20
.913
21
.911
22
.909
23
.907
24
.905
25
.905
26
.904
27
.905
28
.900
29
.900
30
.899
31
.898
32
.898
33
.897
34
.896
35
.896
36
.897
37
.896
38
.896
39
.892
40
.887
41
.886
42
.883
43
.876
44
.866
45
.862
46
.858
47
.853
48
.851
49
.851
50
.829
51
.822
52
.807
53
.803
54
.788
55
.783
56
.783
57
.782
58
.779
59
.764
60
.762
61
.762
62
.758
63
.752
64
.738
65
.738
66
.736
67
.734
68
.728
69
.712
70
.697
71
.685
72
.686
73
.683
74
.681
75
.680
76
.679
77
.676
78
.676
79
.662
80
.662
81
.662
82
.658
83
.656
84
.654
85
.652
86
.653
87
.652
88
.652
89
.651
90
.651
91
.650
92
.647
93
.634
94
.634
95
.627
96
.626
97
.624
98
.617
99
.609
100
.607
101
.607
102
.606
103
.602
104
.600
105
.598
106
.597
107
.594
108
.593
109
.593
110
.593
111
.592
112
.592
113
.584
114
.583
115
.583
116
.582
117
.579
118
.577
119
.578
120
.575
121
.575
122
.574
123
.574
124
.571
125
.569
126
.569
127
.569
128
.568
129
.565
130
.565
131
.564
132
.561
133
.561
134
.559
135
.558
136
.558
137
.552
138
.551
139
.550
140
.550
141
.549
142
.549
143
.548
144
.547
145
.547
146
.545
147
.546
148
.544
149
.543
150
.541
151
.541
152
.539
153
.533
154
.532
155
.533
156
.532
157
.531
158
.530
159
.531
160
.528
161
.525
162
.523
163
.522
164
.519
165
.520
166
.519
167
.518
168
.518
169
.517
170
.516
171
.517
172
.516
173
.516
174
.515
175
.515
176
.515
177
.513
178
.512
179
.511
180
.510
181
.509
182
.508
183
.508
184
.508
185
.506
186
.507
187
.505
188
.505
189
.504
190
.501
191
.501
192
.499
193
.496
194
.494
195
.495
196
.493
197
.492
198
.490
199
.490
200
.490
201
.490
202
.489
203
.489
204
.487
205
.487
206
.486
207
.483
208
.482
209
.481
210
.481
211
.481
212
.480
213
.479
214
.478
215
.478
216
.477
217
.476
218
.476
219
.472
220
.472
221
.471
222
.471
223
.469
224
.468
225
.466
226
.465
227
.462
228
.462
229
.462
230
.460
231
.460
232
.459
233
.459
234
.458
235
.458
236
.453
237
.452
238
.452
239
.452
240
.451
241
.450
242
.451
243
.450
244
.449
245
.450
246
.448
247
.448
248
.446
249
.445
250
.445
251
.443
252
.441
253
.440
254
.438
255
.437
256
.437
257
.436
258
.436
259
.435
260
.434
261
.434
262
.432
263
.431
264
.431
265
.429
266
.428
267
.428
268
.427
269
.426
270
.426
271
.425
272
.424
273
.423
274
.422
275
.421
276
.419
277
.419
278
.415
279
.414
280
.412
281
.410
282
.409
283
.409
284
.408
285
.407
286
.407
287
.405
288
.403
289
.403
290
.399
291
.398
292
.398
293
.394
294
.393
295
.393
296
.393
297
.393
298
.391
299
.391
300
.391
301
.383
302
.382
303
.382
304
.381
305
.378
306
.376
307
.375
308
.372
309
.371
310
.369
311
.367
312
.362
313
.359
314
.356
315
.354
316
.352
317
.343
318
.342
319
.334
320
.331
321
.321
322
.319
323
.316
324
.316
325
.313
326
.304
327
.300
328
.296
329
.296
330
.293
331
.290
332
.242
333
.235
334
.000
335
.000
336
X
337
X
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

0.96.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: abs_texture_modulation_index