Training Affective Computer Vision Models by Crowdsourcing Soft-Target Labels

Author:

Washington PeterORCID,Kalantarian Haik,Kent Jack,Husic Arman,Kline Aaron,Leblanc Emilie,Hou Cathy,Mutlu Cezmi,Dunlap Kaitlyn,Penev Yordan,Stockham Nate,Chrisman Brianna,Paskov Kelley,Jung Jae-Yoon,Voss Catalin,Haber Nick,Wall Dennis P.

Funder

Foundation for the National Institutes of Health

National Science Foundation

Hartwell Foundation

Bill and Melinda Gates Foundation

Coulter Foundation

David and Lucile Packard Foundation

Weston Havens Foundation

Stanford’s Human Centered Artificial Intelligence Program

Stanford’s Precision Health and Integrated Diagnostics Center

Stanford’s Beckman Center

Stanford’s Bio-X Center

Predictives and Diagnostics Accelerator (SPADA) Spectrum

Stanford’s Spark Program in Translational Research

Stanford’s Wu Tsai Neurosciences Institute’s Neuroscience: Translate Program

David Orr

Imma Calvo

Bobby Dekesyer

Peter Sullivan

Stanford Interdisciplinary Graduate Fellowship (SIGF) as the Schroeder Family Goldman Sachs Graduate Fellow

Publisher

Springer Science and Business Media LLC

Subject

Cognitive Neuroscience,Computer Science Applications,Computer Vision and Pattern Recognition

Reference105 articles.

1. Cambria E, Dipankar D, Sivaji B, Antonio F. Affective computing and sentiment analysis. In A practical guide to sentiment analysis, pp. 1-10. Springer, Cham, 2017.

2. Hupont I, Sandra B, Eva C, Rafael DH. Advanced human affect visualization. In 2013 IEEE International Conference on Systems, Man, and Cybernetics, pp. 2700-2705. IEEE, 2013.

3. Jerauld R. Wearable emotion detection and feedback system. U.S. Patent 9,019,174, issued April 28, 2015.

4. Liu R, Salisbury JP, Vahabzadeh A, Sahin NT. Feasibility of an autism-focused augmented reality smartglasses system for social communication and behavioral coaching. Front Pediatr. 2017;5:145.

5. Völkel ST, Julia G, Ramona S, Renate H, Clemens S, Quay A, Heinrich H. I drive my car and my states drive me: visualizing driver’s emotional and physical states. In Adjunct Proceedings of the 10th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, pp. 198-203. 2018.

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