Brain-Score Logo

Leaderboard

Min Alignment Max Alignment

Rank

Model

average 81

neural 38

behavior 43

engineering 25

1
Brain-Score Team
.467
.378
.555
.221
2
Brain-Score Team
.449
.338
.560
.436
3
Brain-Score Team
.445
.343
.548
.516
3
Brain-Score Team
.445
.332
.559
.430
5
Brain-Score Team
.443
.341
.545
.409
6
Brain-Score Team
.442
.352
.532
.495
7
Brain-Score Team
.437
.381
.494
.490
8
Wanhee Lee
.430
.327
.533
.629
9
Martin Schrimpf
.429
.337
.521
.577
9
Brain-Score Team
.429
.319
.538
.453
11
Brain-Score Team
.428
.338
.517
.535
11
Brain-Score Team
.428
.346
.511
.489
13
Brain-Score Team
.413
.303
.523
.288
14
Brain-Score Team
.410
.325
.496
.449
15
Brain-Score Team
.409
.386
.431
.457
16
akgokce
.407
.353
.460
.488
17
akgokce
.406
.337
.475
.487
18
akgokce
.405
.348
.463
.466
18
Martin Schrimpf
.405
.254
.557
.486
20
Nikhil Parthasarathy
.403
.338
.468
.308
21
akgokce
.400
.350
.450
.478
21
Nikhil Parthasarathy
.400
.337
.463
.386
23
Alexander Riedel
.398
.323
.473
.486
24
akgokce
.397
.360
.434
.475
25
Brain-Score Team
.394
.275
.513
.256
26
Alexander Riedel
.392
.320
.464
.348
27
Brain-Score Team
.390
.317
.464
.478
27
akgokce
.390
.314
.466
.243
29
Brain-Score Team
.389
.313
.466
.485
30
LucyV4
.388
.297
.478
.440
30
Martin Schrimpf
.388
.261
.515
.510
30
Brain-Score Team
.388
.306
.470
.231
30
Tiago Marques
.388
.342
.433
.189
34
LucyV4
.387
.302
.472
.426
35
Brain-Score Team
.386
.340
.431
.225
36
akgokce
.383
.360
.406
.432
37
Nikhil Parthasarathy
.381
.369
.392
.428
38
LucyV4
.377
.305
.448
.441
39
LucyV4
.373
.317
.428
.410
40
Nikhil Parthasarathy
.372
.330
.414
.378
41
LucyV4
.371
.324
.419
.427
42
Nikhil Parthasarathy
.369
.340
.398
.425
42
Nikhil Parthasarathy
.369
.331
.407
.389
42
.369
.310
.429
.367
45
Joel Dapello
.368
.316
.421
.587
46
Nikhil Parthasarathy
.367
.325
.408
.524
47
Alexander Riedel
.366
.332
.400
.275
47
Brain-Score Team
.366
.320
.413
.393
49
dsuseendar
.363
.322
.403
.445
50
LucyV4
.362
.298
.426
.420
50
Brain-Score Team
.362
.326
.397
.367
52
Joel Dapello
.360
.320
.400
.494
52
Simone Azeglio
.360
.290
.430
.355
54
Brain-Score Team
.359
.327
.390
.405
54
Martin Schrimpf
.359
.220
.497
.508
56
Brain-Score Team
.357
.328
.386
.384
56
Brain-Score Team
.357
.332
.381
.467
58
ernestoBocini
.355
.331
.379
.356
58
Brain-Score Team
.355
.288
.422
.379
60
Joel Dapello
.354
.318
.391
.494
60
Brain-Score Team
.354
.350
.359
.490
62
Brain-Score Team
.351
.342
.360
.435
62
Brain-Score Team
.351
.326
.375
.356
64
Joel Dapello
.349
.308
.390
.549
65
Simone Azeglio
.347
.294
.400
.428
65
Tiago Marques
.347
.346
.348
.419
67
Joel Dapello
.344
.307
.381
.590
67
akgokce
.344
.321
.366
.235
69
akgokce
.342
.337
.347
.353
69
Brain-Score Team
.342
.342
.341
.380
69
akgokce
.342
.316
.368
.143
72
Nikhil Parthasarathy
.340
.303
.377
.502
72
Nikhil Parthasarathy
.340
.364
.317
.397
74
Violet Xiang
.336
.331
.341
.427
74
Alexander Riedel
.336
.292
.381
.287
76
Violet Xiang
.334
.327
.341
.437
77
Nikhil Parthasarathy
.333
.326
.339
.419
78
Guy Gaziv
.330
.343
.317
.397
78
Brain-Score Team
.330
.300
.359
.396
78
Joel Dapello
.330
.344
.317
.397
81
Brain-Score Team
.329
.328
.331
.347
82
akgokce
.328
.297
.359
.344
83
Brain-Score Team
.326
.319
.332
.313
84
Joel Dapello
.324
.309
.338
.526
84
Brain-Score Team
.324
.241
.407
.237
86
Brain-Score Team
.323
.299
.347
.318
86
akgokce
.323
.321
.325
.137
88
Brain-Score Team
.322
.311
.333
.188
88
Brain-Score Team
.322
.289
.354
.301
90
Tiago Marques
.321
.353
.290
.384
91
akgokce
.319
.352
.285
X
91
Nikhil Parthasarathy
.319
.336
.301
.060
93
Brain-Score Team
.318
.294
.343
.324
93
Brain-Score Team
.318
.297
.339
.320
93
Brain-Score Team
.318
.293
.343
.402
96
Brain-Score Team
.317
.296
.339
.319
96
akgokce
.317
.328
.306
X
96
akgokce
.317
.323
.311
.145
96
Brain-Score Team
.317
.319
.316
.221
100
Simone Azeglio
.316
.289
.344
.376
100
akgokce
.316
.333
.300
X
102
akgokce
.315
.297
.332
.345
103
Brain-Score Team
.314
.294
.334
.321
103
akgokce
.314
.297
.331
.318
103
akgokce
.314
.336
.292
.205
106
Brain-Score Team
.313
.297
.330
.320
106
William Berrios
.313
.334
.292
.400
108
Brain-Score Team
.312
.296
.328
.322
108
Nikhil Parthasarathy
.312
.292
.333
.465
108
Brain-Score Team
.312
.313
.310
.149
111
Brain-Score Team
.311
.344
.278
.308
112
Brain-Score Team
.310
.296
.324
.319
112
Brain-Score Team
.310
.296
.324
.321
112
Brain-Score Team
.310
.267
.353
.349
115
Brain-Score Team
.309
.318
.299
.152
115
akgokce
.309
.331
.287
X
117
Brain-Score Team
.308
.340
.276
.128
118
Tiago Marques
.307
.339
.274
X
118
Paul Mc Grath
.307
.279
.334
.500
120
Brain-Score Team
.305
.339
.272
.129
120
jfeather
.305
.267
.343
.344
122
Brain-Score Team
.304
.296
.311
.324
122
.304
.224
.384
.416
124
Brain-Score Team
.303
.338
.268
.129
124
Brain-Score Team
.303
.322
.285
.149
124
Brain-Score Team
.303
.310
.295
.169
127
Brain-Score Team
.302
.335
.270
.129
127
akgokce
.302
.326
.277
X
129
Brain-Score Team
.301
.338
.264
.129
129
Brain-Score Team
.301
.334
.269
.129
131
Joel Dapello
.300
.301
.299
.526
132
Brain-Score Team
.299
.335
.262
.128
133
Yudi Xie
.298
.310
.286
X
134
Brain-Score Team
.297
.334
.259
.130
135
Brain-Score Team
.296
.339
.253
.129
135
Nikhil Parthasarathy
.296
.342
.250
.076
137
akgokce
.295
.270
.320
.190
138
Brain-Score Team
.294
.335
.252
.130
139
Violet Xiang
.292
.286
.299
.450
139
Roman Pogodin
.292
.322
.261
X
139
Nikhil Parthasarathy
.292
.341
.242
X
142
Violet Xiang
.288
.311
.266
.429
143
Nikhil Parthasarathy
.286
.337
.235
.051
144
.285
.260
.310
.275
145
Martin Schrimpf
.282
.362
.203
X
146
Brain-Score Team
.281
.142
.419
.242
147
Brain-Score Team
.280
.387
.172
.069
148
Brain-Score Team
.276
.305
.248
.326
148
Brain-Score Team
.276
.313
.238
X
150
Violet Xiang
.274
.303
.245
.443
150
Yudi Xie
.274
.298
.250
X
152
akgokce
.273
.292
.254
X
153
Brain-Score Team
.271
.387
.155
.069
154
Brain-Score Team
.269
.374
.165
.086
155
Brain-Score Team
.266
.304
.227
.278
156
Brain-Score Team
.262
.091
.434
.429
157
Jannis
.261
.195
.326
158
Brain-Score Team
.260
.314
.205
.268
158
Brain-Score Team
.260
.081
.440
.392
160
Brain-Score Team
.257
.350
.163
.075
161
Brain-Score Team
.256
.305
.206
.150
162
Brain-Score Team
.253
.225
.281
.362
163
Brain-Score Team
.252
.353
.150
.069
163
Brain-Score Team
.252
.308
.195
.263
165
Brain-Score Team
.250
.319
.182
.270
166
Jannis
.248
.283
.212
.337
166
Brain-Score Team
.248
.354
.141
.078
168
Brain-Score Team
.246
.337
.155
.069
168
Brain-Score Team
.246
.315
.178
.144
170
Claudia
.244
.286
.202
.074
171
Brain-Score Team
.241
.330
.151
.069
172
Brain-Score Team
.237
.290
.185
.049
173
Brain-Score Team
.236
X
.471
.379
174
Brain-Score Team
.235
.339
.130
.069
175
Brain-Score Team
.234
.151
.317
.284
176
Violet Xiang
.233
.269
.198
.444
177
William Berrios
.232
.290
.173
.485
177
akgokce
.232
.250
.214
.060
177
Brain-Score Team
.232
.333
.132
X
180
Yudi Xie
.231
.271
.191
X
181
.229
.232
.225
.255
181
Yudi Xie
.229
.266
.192
X
183
Martin Schrimpf
.227
.320
.134
X
184
Brain-Score Team
.224
X
.448
.342
185
Brain-Score Team
.221
.310
.132
.069
186
Yudi Xie
.220
.275
.164
X
186
Yudi Xie
.220
.275
.165
X
188
Alexander Riedel
.218
.308
.128
.261
188
jfeather
.218
.289
.147
X
190
Brain-Score Team
.217
.011
.423
.384
191
Alexander Riedel
.216
.307
.126
.255
192
Alexander Riedel
.215
.307
.123
.311
192
Alexander Riedel
.215
.287
.142
.205
192
Yudi Xie
.215
.262
.168
X
195
Yudi Xie
.214
.269
.158
X
196
jfeather
.208
.276
.141
.048
196
jfeather
.208
.269
.147
.193
196
Yudi Xie
.208
.265
.151
X
199
jfeather
.207
.283
.131
X
200
akgokce
.206
.237
.176
.086
200
Alexander Riedel
.206
.302
.110
.308
202
jfeather
.204
.273
.135
X
202
jfeather
.204
.273
.135
X
204
Brain-Score Team
.203
.289
.118
.486
204
Yudi Xie
.203
.267
.139
X
206
Brain-Score Team
.202
.282
.122
.503
206
Yudi Xie
.202
.266
.139
X
208
Brain-Score Team
.200
.289
.111
.513
209
Brain-Score Team
.198
.291
.104
.451
210
Brain-Score Team
.197
X
.394
.382
210
Brain-Score Team
.197
.300
.094
.444
210
jfeather
.197
.281
.112
.185
210
jfeather
.197
.306
.087
.108
214
Nikhil Parthasarathy
.196
.290
.101
.332
214
Brain-Score Team
.196
.291
.101
.464
214
Yudi Xie
.196
.256
.137
X
217
Brain-Score Team
.195
.295
.096
.435
217
Yudi Xie
.195
.252
.139
X
219
Brain-Score Team
.194
.283
.104
.464
219
jfeather
.194
.289
.099
.378
221
Brain-Score Team
.193
.289
.097
.452
221
jfeather
.193
.310
.076
.407
221
jfeather
.193
.287
.100
.035
224
Simone Poetto
.192
.293
.091
.427
224
Brain-Score Team
.192
.287
.098
.358
224
Brain-Score Team
.192
X
.384
.393
224
Brain-Score Team
.192
.295
.090
.414
224
jfeather
.192
.290
.095
.046
229
Simone Poetto
.191
.291
.090
.421
229
Brain-Score Team
.191
.271
.111
.491
229
Yudi Xie
.191
.256
.126
X
229
Yudi Xie
.191
.255
.127
X
229
Yudi Xie
.191
.259
.124
X
229
Yudi Xie
.191
.277
.105
X
229
Yudi Xie
.191
.269
.113
X
236
Simone Poetto
.189
.289
.089
.421
236
.189
.284
.093
.362
236
Martin Schrimpf
.189
.288
.089
.391
236
Brain-Score Team
.189
.289
.089
.446
240
Yudi Xie
.188
.264
.111
X
241
Brain-Score Team
.187
.289
.085
.405
242
Brain-Score Team
.184
.285
.083
.382
242
Alexander Riedel
.184
.301
.067
.221
242
Brain-Score Team
.184
.294
.073
.345
245
Brain-Score Team
.183
.278
.087
.408
245
Brain-Score Team
.183
.286
.080
.397
245
jfeather
.183
.271
.096
.102
245
Brain-Score Team
.183
.291
.075
.384
249
Brain-Score Team
.182
.295
.069
.473
249
jfeather
.182
.275
.088
.373
249
Yudi Xie
.182
.250
.114
X
252
Brain-Score Team
.181
.287
.075
.375
252
jfeather
.181
.289
.073
.368
252
Yudi Xie
.181
.269
.093
X
255
Brain-Score Team
.180
.250
.111
X
255
Brain-Score Team
.180
.359
.396
255
Yudi Xie
.180
.249
.110
X
258
Brain-Score Team
.179
.281
.078
.368
258
Brain-Score Team
.179
.279
.078
.390
258
jfeather
.179
.289
.070
X
261
Simone Azeglio
.178
.286
.069
262
jfeather
.177
.286
.067
262
Brain-Score Team
.177
.281
.074
.347
262
Brain-Score Team
.177
.279
.074
.379
265
jfeather
.176
.292
.059
.311
265
Simone Azeglio
.176
.294
.058
265
Brain-Score Team
.176
.282
.070
.381
265
Roman Pogodin
.176
.300
.051
X
269
Brain-Score Team
.175
.280
.070
.349
269
Yudi Xie
.175
.239
.110
X
271
Roman Pogodin
.174
.299
.049
X
272
Roman Pogodin
.173
.300
.045
X
272
Nikhil Parthasarathy
.173
.285
.061
.067
274
jfeather
.172
.260
.083
X
274
Brain-Score Team
.172
.279
.064
.369
276
Violet Xiang
.171
.278
.064
X
276
Mike Ferguson
.171
.281
.060
.284
276
Agrim
.171
.281
.060
.126
276
Agrim Sharma
.171
.281
.060
.126
276
Mauro Sylos Labini
.171
.281
.060
.230
276
braincog
.171
.281
.060
.039
276
Jerry Ngo
.171
.281
.060
276
Shreya Kapoor
.171
.281
.060
.284
276
Brain-Score Team
.171
.281
.060
.284
285
Violet Xiang
.170
.278
.062
X
285
jfeather
.170
.280
.060
.044
285
Brain-Score Team
.170
.278
.062
.376
285
jfeather
.170
.292
.048
285
Roman Pogodin
.170
.300
.040
X
285
Roman Pogodin
.170
.292
.048
X
291
Violet Xiang
.169
.278
.060
X
291
jfeather
.169
.278
.061
.245
291
Guy Gaziv
.169
.289
.048
.348
291
Brain-Score Team
.169
.268
.069
.371
291
Brain-Score Team
.169
.274
.064
.353
291
Roman Pogodin
.169
.299
.039
X
291
jfeather
.169
.267
.071
.162
298
Violet Xiang
.168
.270
.065
X
299
Roman Pogodin
.167
.294
.040
.301
299
jfeather
.167
.276
.057
.055
299
Martin Schrimpf
.167
.280
.054
X
299
Roman Pogodin
.167
.292
.042
X
303
Joel Dapello
.166
.271
.061
.459
303
Tahereh Toosi
.166
.311
.021
X
303
jfeather
.166
.269
.063
.293
303
Alexander Riedel
.166
.273
.060
.124
303
jfeather
.166
.276
.057
X
303
Brain-Score Team
.166
.222
.109
.332
309
Joel Dapello
.165
.227
.102
.549
309
Violet Xiang
.165
.272
.059
X
309
Brain-Score Team
.165
.263
.067
.314
309
Brain-Score Team
.165
.265
.066
.346
313
Eric Elmoznino
.164
.289
.039
.069
313
Yudi Xie
.164
.192
.136
X
315
Nikhil Parthasarathy
.163
.274
.053
.296
315
Brain-Score Team
.163
.258
.069
.359
315
jfeather
.163
.270
.056
X
318
Brain-Score Team
.162
.260
.065
.343
319
Violet Xiang
.161
.268
.054
X
319
Martin Schrimpf
.161
.174
.149
.594
321
Joel Dapello
.160
.224
.095
.409
322
Roman Pogodin
.159
.292
.027
X
322
jfeather
.159
.263
.055
.270
324
Roman Pogodin
.158
.285
.031
X
324
akgokce
.158
.166
.150
.064
326
Violet Xiang
.157
.278
.035
X
327
jfeather
.156
.257
.055
.274
328
.155
X
.311
.368
329
Roman Pogodin
.154
.284
.023
X
329
Roman Pogodin
.154
.275
.032
X
331
akgokce
.153
.149
.157
.087
331
Brain-Score Team
.153
.234
.072
.361
331
Brain-Score Team
.153
.228
.078
.369
334
Brain-Score Team
.152
.221
.084
.378
335
Brain-Score Team
.150
.225
.076
.356
335
Brain-Score Team
.150
.238
.063
.323
337
Roman Pogodin
.149
.279
.018
X
337
Brain-Score Team
.149
.255
.044
.094
339
Roman Pogodin
.148
.283
.013
X
339
Guy Gaziv
.148
.268
.027
X
341
Brain-Score Team
.147
.224
.070
.367
341
Brain-Score Team
.147
.206
.089
.389
343
Roman Pogodin
.146
.279
.014
X
343
Brain-Score Team
.146
.225
.067
.351
343
Martin Schrimpf
.146
.266
.026
X
346
Joel Dapello
.145
.231
.059
346
Brain-Score Team
.145
.221
.068
.324
346
Brain-Score Team
.145
.227
.062
.355
349
Brain-Score Team
.144
.222
.067
.289
349
Brain-Score Team
.144
.226
.062
.349
351
Brain-Score Team
.143
.225
.060
.349
352
Brain-Score Team
.142
.223
.060
.295
353
Brain-Score Team
.141
.239
.042
.261
353
Brain-Score Team
.141
.217
.064
.322
353
Martin Schrimpf
.141
.251
.030
X
356
Martin Schrimpf
.140
.260
.020
X
357
Brain-Score Team
.139
.220
.058
.324
357
Martin Schrimpf
.139
.269
.010
X
359
gpogs_bvl
.138
.274
.002
X
359
Brain-Score Team
.138
.214
.063
.316
359
Shreya Kapoor
.138
.236
.041
X
359
Yudi Xie
.138
.217
.060
X
363
Brain-Score Team
.135
.216
.054
.317
363
Chengxu Zhuang
.135
.215
.056
X
365
Brain-Score Team
.133
.218
.047
.285
366
Brain-Score Team
.131
.208
.054
.327
367
Brain-Score Team
.130
.209
.051
.273
367
Brain-Score Team
.130
.212
.048
.271
367
.130
X
.259
.320
370
Brain-Score Team
.129
.204
.053
.312
371
Brain-Score Team
.128
.216
.040
.270
372
.127
X
.254
.342
372
Brain-Score Team
.127
.205
.048
.215
374
Violet Xiang
.125
.223
.027
X
375
akgokce
.124
.151
.098
.060
375
Brain-Score Team
.124
.195
.052
.222
377
.122
.217
.026
X
377
Chengxu Zhuang
.122
.221
.022
X
379
Chengxu Zhuang
.117
.224
.011
X
380
Mauro Sylos Labini
.113
.217
.009
X
380
Agrim Sharma
.113
.225
.001
X
380
Brain-Score Team
.113
X
.227
.158
380
Chukwudi Williams
.113
.207
.019
384
Chengxu Zhuang
.112
.204
.020
X
385
Nikhil Parthasarathy
.111
.220
.001
X
386
Brain-Score Team
.109
.173
.045
X
387
Chengxu Zhuang
.107
.207
.008
X
387
Shreya Kapoor
.107
.185
.028
.071
389
Chengxu Zhuang
.106
.211
X
X
390
akgokce
.105
.083
.126
.082
390
Martin Schrimpf
.105
.204
.007
392
Chengxu Zhuang
.102
.206
-0.001
X
393
Roman Pogodin
.098
.191
.005
.013
394
Roman Pogodin
.096
.184
.008
X
395
Roman Pogodin
.095
.189
X
X
395
Chengxu Zhuang
.095
.178
.013
X
397
Shreya Kapoor
.094
.170
.017
.069
398
Paul Mc Grath
.092
.091
.092
.059
399
.091
.161
.020
.016
400
Mauro Sylos Labini
.089
.177
.002
X
400
Chengxu Zhuang
.089
.177
.001
X
402
aalok s
.088
.116
.060
.087
402
Joel Dapello
.088
.105
.072
404
Paul Mc Grath
.086
.101
.072
.112
404
Joel Dapello
.086
.105
.066
406
Joel Dapello
.085
.103
.067
406
Joel Dapello
.085
.106
.064
408
Chengxu Zhuang
.084
.167
.002
409
Joel Dapello
.083
.109
.056
410
.081
.118
.043
411
Chukwudi Williams
.079
.165
-0.007
412
Chengxu Zhuang
.074
.137
.010
X
413
Paul Mc Grath
.073
.094
.051
X
413
.073
.111
.035
X
415
Violet Xiang
.072
.090
.053
416
Mike Ferguson
.071
X
.141
417
Paul Mc Grath
.070
.104
.036
X
418
Violet Xiang
.068
.089
.047
418
Chengxu Zhuang
.068
.106
.029
X
420
Paul Mc Grath
.067
.100
.034
X
421
Paul Mc Grath
.066
.091
.040
X
422
Martin Schrimpf
.065
.092
.038
.052
423
.063
.107
.019
X
424
Violet Xiang
.061
.091
.030
424
Violet Xiang
.061
.086
.035
424
Roman Pogodin
.061
.130
-0.007
X
424
Martin Schrimpf
.061
X
.123
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
428
Violet Xiang
.060
.089
.032
437
Violet Xiang
.058
.088
.028
438
Violet Xiang
.056
.086
.026
438
Violet Xiang
.056
.085
.026
440
Chukwudi Williams
.054
.108
X
441
Brain-Score Team
.043
.084
.003
X
442
Mike Ferguson
.040
.080
-0.001
X
443
.036
.057
.014
X
444
jancuz
.029
.062
-0.005
.054
445
Mike Ferguson
.012
.024
X
X
446
Martin Schrimpf
.011
.019
.002
X
447
Mike Ferguson
.009
.019
X
X
447
Mike Ferguson
.009
.018
X
X
449
Mike Ferguson
.008
.016
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X
450
Mike Ferguson
X
X
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X
450
Badr
X
X
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X
450
Martin Schrimpf
X
X

How to Interpret

The leaderboard is the heart of Brain-Score. It displays scores, all ranging from 0-1 (where 1 indicates closest alignment between model and collected data), on every benchmark available. Benchmarks are arranged hierarchically, with scores for each child benchmark averaged together to create the overall score for the parent.

Ready to Submit

If you would like to submit your own model to Brain-Score, we highly recommend you complete our tutorial series here. It covers how to score a model on a single benchmark locally, walkthroughs of model submission packages, and more.