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("SanghaviJozwik2020.V4-pls")
score = benchmark(my_model)

Model scores

Min Alignment Max Alignment

Rank

Model

Score

1
.548
2
.540
3
.527
4
.526
5
.524
6
.518
7
.518
8
.515
9
.514
10
.512
11
.512
12
.512
13
.511
14
.511
15
.510
16
.510
17
.510
18
.510
19
.510
20
.510
21
.510
22
.510
23
.510
24
.510
25
.510
26
.510
27
.510
28
.509
29
.508
30
.508
31
.508
32
.507
33
.507
34
.507
35
.506
36
.506
37
.506
38
.504
39
.504
40
.504
41
.504
42
.503
43
.503
44
.503
45
.503
46
.503
47
.503
48
.503
49
.503
50
.502
51
.502
52
.502
53
.502
54
.502
55
.502
56
.501
57
.501
58
.501
59
.500
60
.500
61
.500
62
.499
63
.499
64
.498
65
.497
66
.497
67
.496
68
.496
69
.496
70
.496
71
.495
72
.495
73
.495
74
.495
75
.495
76
.494
77
.494
78
.494
79
.494
80
.494
81
.494
82
.493
83
.493
84
.493
85
.493
86
.493
87
.493
88
.492
89
.492
90
.492
91
.492
92
.491
93
.491
94
.491
95
.491
96
.490
97
.490
98
.490
99
.490
100
.490
101
.490
102
.490
103
.490
104
.489
105
.489
106
.489
107
.489
108
.488
109
.488
110
.488
111
.488
112
.488
113
.488
114
.488
115
.488
116
.488
117
.487
118
.487
119
.487
120
.487
121
.487
122
.487
123
.487
124
.487
125
.487
126
.487
127
.487
128
.487
129
.487
130
.487
131
.487
132
.487
133
.486
134
.486
135
.485
136
.485
137
.485
138
.484
139
.484
140
.483
141
.483
142
.483
143
.483
144
.483
145
.482
146
.482
147
.482
148
.482
149
.482
150
.481
151
.481
152
.481
153
.481
154
.481
155
.481
156
.481
157
.480
158
.480
159
.480
160
.480
161
.480
162
.480
163
.479
164
.479
165
.479
166
.479
167
.479
168
.479
169
.478
170
.478
171
.478
172
.477
173
.477
174
.477
175
.477
176
.477
177
.476
178
.476
179
.476
180
.476
181
.476
182
.476
183
.476
184
.475
185
.475
186
.475
187
.474
188
.474
189
.473
190
.473
191
.473
192
.473
193
.473
194
.472
195
.472
196
.472
197
.471
198
.471
199
.471
200
.471
201
.470
202
.470
203
.470
204
.470
205
.469
206
.469
207
.469
208
.469
209
.469
210
.469
211
.467
212
.465
213
.465
214
.465
215
.464
216
.464
217
.463
218
.463
219
.463
220
.463
221
.462
222
.462
223
.462
224
.462
225
.461
226
.461
227
.461
228
.460
229
.459
230
.459
231
.458
232
.458
233
.458
234
.458
235
.457
236
.457
237
.456
238
.456
239
.456
240
.456
241
.455
242
.455
243
.455
244
.455
245
.455
246
.455
247
.455
248
.454
249
.453
250
.453
251
.452
252
.451
253
.451
254
.451
255
.451
256
.450
257
.450
258
.450
259
.449
260
.448
261
.448
262
.447
263
.447
264
.447
265
.447
266
.447
267
.446
268
.446
269
.445
270
.445
271
.444
272
.443
273
.443
274
.443
275
.443
276
.442
277
.442
278
.441
279
.441
280
.440
281
.440
282
.439
283
.438
284
.438
285
.438
286
.438
287
.438
288
.438
289
.438
290
.438
291
.438
292
.438
293
.438
294
.438
295
.438
296
.437
297
.437
298
.437
299
.436
300
.435
301
.434
302
.433
303
.432
304
.432
305
.431
306
.430
307
.430
308
.430
309
.430
310
.429
311
.429
312
.429
313
.427
314
.427
315
.425
316
.424
317
.424
318
.423
319
.421
320
.421
321
.420
322
.419
323
.419
324
.418
325
.417
326
.415
327
.415
328
.414
329
.414
330
.414
331
.411
332
.411
333
.408
334
.406
335
.406
336
.406
337
.405
338
.404
339
.403
340
.401
341
.395
342
.394
343
.392
344
.392
345
.384
346
.382
347
.380
348
.380
349
.379
350
.375
351
.374
352
.373
353
.372
354
.371
355
.370
356
.367
357
.360
358
.360
359
.349
360
.347
361
.337
362
.315
363
.308
364
.296
365
.291
366
.282
367
.281
368
.277
369
.275
370
.275
371
.275
372
.274
373
.273
374
.270
375
.270
376
.268
377
.268
378
.267
379
.250
380
.249
381
.246
382
.245
383
.244
384
.244
385
.236
386
.224
387
.201
388
.198
389
.193
390
.191
391
.069
392
.055
393
.038
394
.036
395
.025
396
.021
397
398
399
400
401
402
403
404
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

Benchmark bibtex

@misc{Sanghavi_Jozwik_DiCarlo_2021,
  title={SanghaviJozwik2020},
  url={osf.io/fhy36},
  DOI={10.17605/OSF.IO/FHY36},
  publisher={OSF},
  author={Sanghavi, Sachi and Jozwik, Kamila M and DiCarlo, James J},
  year={2021},
  month={Nov}
}

Ceiling

0.96.

Note that scores are relative to this ceiling.

Data: SanghaviJozwik2020.V4

4916 stimuli recordings from 50 sites in V4

Metric: pls