Sample stimuli










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