Visual Perception of Pain in Neonatal Face Images
Resumo
More than 500 painful intervetions are carried out during the hospitalization of a newborn baby in an intensive medical care unit. In these situations, there is, however, a challenging difficulty to identify pain, owing to the unlikeliness of direct and objective verbal communication commonly used among adults. This work is part of an on-going research that aims to develop a computational framework to interpreting and recognizing patterns on face images for automatic assessment of neonatal procedural pain. We believe that such investigation might provide relevant information to understand the relation between neonatal facial features and procedural pain and, consequently, helping health professionals in the corresponding clinical practice.
Palavras-chave:
Newborn Face Images, Face Images, Eye-tracking, Facial Perception, Pain
Referências
G. Zamzmi, R. Kasturi, D. Goldgof, R. Zhi, T. Ashmeade, and Y. Sun, A review of automated pain assessment in infants: Features, classification tasks, and databases, IEEE reviews in biomedical engineering, vol. 11, pp. 77 - 96.
T. M. Heiderich, A. T. F. S. Leslie, and R. Guinsburg, Neonatal procedural pain can be assessed by computer software that has good sensitivity and specificity to detect facial movements, Acta Paediatrica, vol. 104, no. 2, pp. e63 - e69, DOI: 10.1111/apa.12861
G. F. Teruel, T. M. Heiderich, R. Guinsburg, and C. E. Thomaz, Analysis and recognition of pain in 2d face images of full term and healthy newborns, Proceedings of the XV Encontro Nacional de Inteligencia Artificial, ENIAC 2018, pp. 228 - 239.
L. S. Elias, R. Guinsburg, C. A. Peres, R. C. Balda, A. Santos et al., Disagreement between parents and health professionals regarding pain intensity in critically ill neonates, Jornal de pediatria, vol. 84, no. 1, pp. 35 - 40, DOI: 10.1016/j.acpain.2008.05.045
R. d. C. X. Balda, R. Guinsburg, M. F. B. de Almeida, C. de Araújo Peres, M. H. Miyoshi, and B. I. Kopelman, The recognition of facial expression of pain in full-term newborns by parents and health professionals, Archives of pediatrics & adolescent medicine, vol. 154, no. 10, pp. 1009 - 1016.
H. Merskey, On the development of pain, Headache: The Journal of Head and Face Pain, vol. 10, no. 3, pp. 116 - 123.
-- IASP, Iasp publication, pain terms: a list with definitions and notes on usage, Pain, DOI: 10.1016/0304-3959(86)90113-2
L. Diatchenko, A. G. Nackley, G. D. Slade, R. B. Fillingim, and W. Maixner, Idiopathic pain disorders-pathways of vulnerability, Pain, vol. 123, no. 3, pp. 226 - 230, DOI: 10.1016/j.pain.2006.04.015
K. J. Anand, P. R. Hickey et al., Pain and its effects in the human neonate and fetus, N Engl j Med, vol. 317, no. 21, pp. 1321 - 1329, DOI: 10.1056/nejm198711193172105
T. M. Heiderich, A. T. F. S. Leslie, and R. Guinsburg, Neonatal procedural pain can be assessed by computer software that has good sensitivity and specificity to detect facial movements, Acta Paediatrica, vol. 104, no. 2, pp. e63 - e69, DOI: 10.1111/apa.12861
G. F. Teruel, T. M. Heiderich, R. Guinsburg, and C. E. Thomaz, Analysis and recognition of pain in 2d face images of full term and healthy newborns, Proceedings of the XV Encontro Nacional de Inteligencia Artificial, ENIAC 2018, pp. 228 - 239.
L. S. Elias, R. Guinsburg, C. A. Peres, R. C. Balda, A. Santos et al., Disagreement between parents and health professionals regarding pain intensity in critically ill neonates, Jornal de pediatria, vol. 84, no. 1, pp. 35 - 40, DOI: 10.1016/j.acpain.2008.05.045
R. d. C. X. Balda, R. Guinsburg, M. F. B. de Almeida, C. de Araújo Peres, M. H. Miyoshi, and B. I. Kopelman, The recognition of facial expression of pain in full-term newborns by parents and health professionals, Archives of pediatrics & adolescent medicine, vol. 154, no. 10, pp. 1009 - 1016.
H. Merskey, On the development of pain, Headache: The Journal of Head and Face Pain, vol. 10, no. 3, pp. 116 - 123.
-- IASP, Iasp publication, pain terms: a list with definitions and notes on usage, Pain, DOI: 10.1016/0304-3959(86)90113-2
L. Diatchenko, A. G. Nackley, G. D. Slade, R. B. Fillingim, and W. Maixner, Idiopathic pain disorders-pathways of vulnerability, Pain, vol. 123, no. 3, pp. 226 - 230, DOI: 10.1016/j.pain.2006.04.015
K. J. Anand, P. R. Hickey et al., Pain and its effects in the human neonate and fetus, N Engl j Med, vol. 317, no. 21, pp. 1321 - 1329, DOI: 10.1056/nejm198711193172105
Publicado
09/09/2019
Como Citar
CARLINI, Lucas Pereira; HEIDEIRICH, Tatiany M.; BALDA, Rita C. X.; BARROS, Marina C. M.; GUINSBURG, Ruth; THOMAZ, Carlos Eduardo.
Visual Perception of Pain in Neonatal Face Images. In: WORKSHOP DE VISÃO COMPUTACIONAL (WVC), 15. , 2019, São Bernardo do Campo.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2019
.
p. 37-42.
DOI: https://doi.org/10.5753/wvc.2019.7625.
