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
.749
65
.738
66
.738
67
.736
68
.734
69
.728
70
.712
71
.697
72
.685
73
.686
74
.683
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
.619
99
.617
100
.609
101
.607
102
.607
103
.606
104
.602
105
.600
106
.598
107
.597
108
.594
109
.593
110
.593
111
.593
112
.592
113
.592
114
.584
115
.583
116
.583
117
.582
118
.579
119
.577
120
.578
121
.575
122
.575
123
.574
124
.574
125
.572
126
.571
127
.569
128
.569
129
.569
130
.568
131
.565
132
.565
133
.564
134
.561
135
.561
136
.559
137
.558
138
.558
139
.552
140
.551
141
.550
142
.550
143
.549
144
.549
145
.548
146
.547
147
.547
148
.545
149
.546
150
.544
151
.543
152
.541
153
.541
154
.539
155
.533
156
.532
157
.533
158
.532
159
.531
160
.530
161
.531
162
.528
163
.525
164
.523
165
.522
166
.519
167
.520
168
.519
169
.518
170
.518
171
.517
172
.516
173
.517
174
.516
175
.516
176
.515
177
.515
178
.515
179
.513
180
.512
181
.511
182
.510
183
.509
184
.508
185
.508
186
.508
187
.506
188
.507
189
.505
190
.505
191
.504
192
.501
193
.501
194
.499
195
.497
196
.496
197
.494
198
.495
199
.494
200
.494
201
.493
202
.492
203
.492
204
.490
205
.490
206
.490
207
.490
208
.489
209
.489
210
.487
211
.487
212
.486
213
.483
214
.482
215
.481
216
.481
217
.481
218
.480
219
.479
220
.478
221
.478
222
.477
223
.476
224
.476
225
.472
226
.472
227
.471
228
.471
229
.469
230
.468
231
.466
232
.465
233
.462
234
.462
235
.462
236
.460
237
.460
238
.459
239
.459
240
.458
241
.458
242
.453
243
.452
244
.452
245
.452
246
.451
247
.450
248
.451
249
.450
250
.449
251
.450
252
.448
253
.448
254
.446
255
.445
256
.445
257
.443
258
.441
259
.440
260
.438
261
.437
262
.437
263
.436
264
.436
265
.435
266
.434
267
.434
268
.432
269
.431
270
.431
271
.429
272
.428
273
.428
274
.427
275
.426
276
.426
277
.425
278
.424
279
.423
280
.422
281
.421
282
.419
283
.419
284
.415
285
.414
286
.412
287
.410
288
.409
289
.409
290
.408
291
.407
292
.407
293
.405
294
.403
295
.403
296
.399
297
.398
298
.398
299
.394
300
.393
301
.393
302
.393
303
.393
304
.391
305
.391
306
.391
307
.383
308
.382
309
.382
310
.381
311
.378
312
.376
313
.375
314
.372
315
.371
316
.369
317
.367
318
.362
319
.359
320
.356
321
.354
322
.352
323
.343
324
.342
325
.334
326
.331
327
.321
328
.319
329
.316
330
.316
331
.313
332
.304
333
.300
334
.296
335
.296
336
.293
337
.290
338
.242
339
.235
340
.000
341
.000
342
343
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

0.96.

Note that scores are relative to this ceiling.

Data: Marques2020_FreemanZiemba2013

Metric: abs_texture_modulation_index