Scores on benchmarks
Model rank shown below is with respect to all public models.| .01 |
average_vision
rank 481
81 benchmarks |
|
| .01 |
neural_vision
rank 482
38 benchmarks |
|
| .02 |
V1
rank 475
24 benchmarks |
|
| .05 |
Coggan2024_fMRI.V1-rdm
v1
rank 118
|
|
|
||
| .03 |
V2
rank 478
2 benchmarks |
|
| .05 |
Coggan2024_fMRI.V2-rdm
v1
rank 140
|
|
|
||
How to use
from brainscore_vision import load_model
model = load_model("r2plus1d_18")
model.start_task(...)
model.start_recording(...)
model.look_at(...)
Benchmarks bibtex
@inproceedings{santurkar2019computer,
title={Computer Vision with a Single (Robust) Classifier},
author={Shibani Santurkar and Dimitris Tsipras and Brandon Tran and Andrew Ilyas and Logan Engstrom and Aleksander Madry},
booktitle={ArXiv preprint arXiv:1906.09453},
year={2019}
}
@article{geirhos2021partial,
title={Partial success in closing the gap between human and machine vision},
author={Geirhos, Robert and Narayanappa, Kantharaju and Mitzkus, Benjamin and Thieringer, Tizian and Bethge, Matthias and Wichmann, Felix A and Brendel, Wieland},
journal={Advances in Neural Information Processing Systems},
volume={34},
year={2021},
url={https://openreview.net/forum?id=QkljT4mrfs}
}
@misc{ferguson_ngo_lee_dicarlo_schrimpf_2024,
title={How Well is Visual Search Asymmetry predicted by a Binary-Choice, Rapid, Accuracy-based Visual-search, Oddball-detection (BRAVO) task?},
url={osf.io/5ba3n},
DOI={10.17605/OSF.IO/5BA3N},
publisher={OSF},
author={Ferguson, Michael E, Jr and Ngo, Jerry and Lee, Michael and DiCarlo, James and Schrimpf, Martin},
year={2024},
month={Jun}
}