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("FreemanZiemba2013.V2-pls")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.332
2
.332
3
.327
4
.324
5
.322
6
.319
7
.318
8
.316
9
.316
10
.315
11
.313
12
.310
13
.309
14
.307
15
.306
16
.304
17
.303
18
.302
19
.302
20
.301
21
.300
22
.298
23
.298
24
.297
25
.297
26
.297
27
.297
28
.296
29
.294
30
.294
31
.294
32
.294
33
.291
34
.291
35
.291
36
.291
37
.290
38
.288
39
.286
40
.285
41
.285
42
.283
43
.282
44
.282
45
.282
46
.282
47
.281
48
.281
49
.281
50
.280
51
.280
52
.280
53
.280
54
.280
55
.279
56
.279
57
.278
58
.278
59
.277
60
.277
61
.277
62
.277
63
.277
64
.276
65
.276
66
.276
67
.276
68
.276
69
.276
70
.275
71
.275
72
.275
73
.275
74
.274
75
.274
76
.274
77
.274
78
.274
79
.274
80
.274
81
.273
82
.273
83
.273
84
.273
85
.272
86
.272
87
.272
88
.272
89
.271
90
.271
91
.271
92
.271
93
.270
94
.270
95
.270
96
.270
97
.270
98
.270
99
.269
100
.269
101
.268
102
.268
103
.267
104
.267
105
.267
106
.267
107
.267
108
.266
109
.266
110
.266
111
.266
112
.266
113
.266
114
.266
115
.266
116
.265
117
.265
118
.265
119
.265
120
.265
121
.265
122
.265
123
.264
124
.264
125
.264
126
.264
127
.264
128
.264
129
.264
130
.264
131
.264
132
.264
133
.264
134
.264
135
.264
136
.263
137
.263
138
.263
139
.263
140
.263
141
.262
142
.262
143
.262
144
.262
145
.262
146
.262
147
.262
148
.261
149
.261
150
.261
151
.261
152
.261
153
.261
154
.260
155
.260
156
.260
157
.260
158
.260
159
.259
160
.259
161
.259
162
.259
163
.258
164
.258
165
.258
166
.258
167
.258
168
.258
169
.258
170
.257
171
.257
172
.257
173
.257
174
.257
175
.257
176
.257
177
.257
178
.257
179
.257
180
.257
181
.257
182
.257
183
.256
184
.256
185
.256
186
.256
187
.256
188
.256
189
.255
190
.255
191
.255
192
.255
193
.255
194
.255
195
.255
196
.254
197
.254
198
.254
199
.254
200
.254
201
.254
202
.254
203
.254
204
.254
205
.254
206
.253
207
.253
208
.253
209
.253
210
.253
211
.253
212
.253
213
.253
214
.253
215
.252
216
.252
217
.252
218
.252
219
.252
220
.252
221
.252
222
.252
223
.252
224
.252
225
.252
226
.252
227
.252
228
.251
229
.251
230
.251
231
.251
232
.251
233
.251
234
.251
235
.251
236
.251
237
.251
238
.250
239
.250
240
.250
241
.250
242
.250
243
.249
244
.249
245
.249
246
.249
247
.249
248
.249
249
.248
250
.248
251
.248
252
.248
253
.248
254
.248
255
.248
256
.248
257
.248
258
.247
259
.247
260
.247
261
.247
262
.246
263
.246
264
.246
265
.246
266
.246
267
.246
268
.246
269
.246
270
.246
271
.245
272
.245
273
.244
274
.244
275
.244
276
.244
277
.244
278
.244
279
.244
280
.244
281
.244
282
.243
283
.243
284
.243
285
.243
286
.243
287
.243
288
.243
289
.243
290
.243
291
.243
292
.242
293
.242
294
.242
295
.242
296
.242
297
.241
298
.241
299
.241
300
.241
301
.241
302
.241
303
.241
304
.241
305
.240
306
.240
307
.240
308
.240
309
.240
310
.240
311
.239
312
.239
313
.239
314
.238
315
.238
316
.238
317
.238
318
.238
319
.237
320
.237
321
.237
322
.237
323
.237
324
.237
325
.237
326
.236
327
.236
328
.236
329
.236
330
.236
331
.235
332
.235
333
.235
334
.235
335
.235
336
.235
337
.234
338
.234
339
.234
340
.234
341
.233
342
.233
343
.232
344
.232
345
.232
346
.232
347
.231
348
.230
349
.230
350
.230
351
.230
352
.229
353
.229
354
.229
355
.228
356
.227
357
.227
358
.227
359
.226
360
.226
361
.225
362
.225
363
.225
364
.225
365
.224
366
.224
367
.223
368
.223
369
.223
370
.223
371
.222
372
.222
373
.222
374
.221
375
.220
376
.220
377
.219
378
.219
379
.219
380
.219
381
.218
382
.217
383
.217
384
.217
385
.216
386
.216
387
.215
388
.215
389
.215
390
.215
391
.214
392
.214
393
.214
394
.214
395
.214
396
.213
397
.212
398
.211
399
.211
400
.210
401
.210
402
.210
403
.209
404
.209
405
.209
406
.208
407
.208
408
.207
409
.207
410
.206
411
.206
412
.206
413
.205
414
.205
415
.205
416
.205
417
.205
418
.204
419
.204
420
.204
421
.203
422
.203
423
.203
424
.203
425
.201
426
.200
427
.200
428
.200
429
.197
430
.197
431
.197
432
.197
433
.197
434
.197
435
.197
436
.197
437
.197
438
.196
439
.196
440
.196
441
.196
442
.196
443
.193
444
.193
445
.192
446
.191
447
.191
448
.191
449
.191
450
.190
451
.190
452
.190
453
.190
454
.190
455
.190
456
.189
457
.189
458
.189
459
.188
460
.188
461
.187
462
.187
463
.186
464
.184
465
.183
466
.181
467
.181
468
.180
469
.180
470
.180
471
.180
472
.180
473
.180
474
.180
475
.179
476
.179
477
.179
478
.178
479
.178
480
.177
481
.171
482
.168
483
.167
484
.166
485
.165
486
.164
487
.163
488
.159
489
.156
490
.156
491
.153
492
.152
493
.151
494
.150
495
.148
496
.145
497
.143
498
.143
499
.142
500
.136
501
.136
502
.132
503
.130
504
.124
505
.122
506
.109
507
.108
508
.106
509
.104
510
.104
511
.099
512
.096
513
.091
514
.089
515
.046
516
.024
517
.020
518
.007
519
.006
520
.004
521
.003

Benchmark bibtex

@Article{Freeman2013,
                author={Freeman, Jeremy
                and Ziemba, Corey M.
                and Heeger, David J.
                and Simoncelli, Eero P.
                and Movshon, J. Anthony},
                title={A functional and perceptual signature of the second visual area in primates},
                journal={Nature Neuroscience},
                year={2013},
                month={Jul},
                day={01},
                volume={16},
                number={7},
                pages={974-981},
                abstract={The authors examined neuronal responses in V1 and V2 to synthetic texture stimuli that replicate higher-order statistical dependencies found in natural images. V2, but not V1, responded differentially to these textures, in both macaque (single neurons) and human (fMRI). Human detection of naturalistic structure in the same images was predicted by V2 responses, suggesting a role for V2 in representing natural image structure.},
                issn={1546-1726},
                doi={10.1038/nn.3402},
                url={https://doi.org/10.1038/nn.3402}
                }
            

Ceiling

0.82.

Note that scores are relative to this ceiling.

Data: FreemanZiemba2013.V2

315 stimuli recordings from 103 sites in V2

Metric: pls