Development and validation of PainFace, a software platform that simplifies and standardizes mouse grimace analyses
Eric S. McCoy, Sang Kyoon Park, Rahul P. Patel, Dan F. Ryan, Zachary J. Mullen, Jacob J. Nesbitt, Josh E. Lopez, Bonnie Taylor‐Blake, James L. Krantz, Wenxin Hu, Rosanna L. Garris, Lucas Vasconcelos Lima, Susana G. Sotocinal, Jean‐Sebastien Austin, Adam D. Kashlan, , Mark J. Zylka
The paper develops PainFace, a deep learning platform for automated mouse grimace scoring, showing it outperforms humans in speed and data generation, and identifies pain-related facial expressions.
bioRxiv · Aug 12, 2022 · PreprintNeuroscience