1 code implementation • 24 Oct 2023 • Shaotong Zhu, Michael Wan, Sai Kumar Reddy Manne, Emily Zimmerman, Sarah Ostadabbas
Non-nutritive sucking (NNS), which refers to the act of sucking on a pacifier, finger, or similar object without nutrient intake, plays a crucial role in assessing healthy early development.
1 code implementation • 29 Mar 2023 • Shaotong Zhu, Michael Wan, Elaheh Hatamimajoumerd, Kashish Jain, Samuel Zlota, Cholpady Vikram Kamath, Cassandra B. Rowan, Emma C. Grace, Matthew S. Goodwin, Marie J. Hayes, Rebecca A. Schwartz-Mette, Emily Zimmerman, Sarah Ostadabbas
Tested on our second, independent, and public NNS in-the-wild dataset, NNS recognition classification reaches 92. 3\% accuracy, and NNS segmentation achieves 90. 8\% precision and 84. 2\% recall.
1 code implementation • 17 Oct 2021 • Michael Wan, Shaotong Zhu, Lingfei Luan, Gulati Prateek, Xiaofei Huang, Rebecca Schwartz-Mette, Marie Hayes, Emily Zimmerman, Sarah Ostadabbas
We lay the groundwork for research in the algorithmic comprehension of infant faces, in anticipation of applications from healthcare to psychology, especially in the early prediction of developmental disorders.
1 code implementation • 5 Jun 2019 • Xiaofei Huang, Alaina Martens, Emily Zimmerman, Sarah Ostadabbas
We have evaluated our method on videos collected from several infants during their NNS behaviors and we have achieved the quantified NNS patterns closely comparable to results from visual inspection as well as contact-based sensor readings.