Action Quality Assessment Using Siamese Network-Based Deep Metric Learning

• Published in: IEEE transactions on circuits and systems for video technology Vol. 31; no. 6; pp. 2260 - 2273
• Main Authors: Jain, Hiteshi, Harit, Gaurav, Sharma, Avinash
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.06.2021; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Artificial neural networks; Automatic scoring; deep metric learning; Feature extraction; Learning; LSTM; Measurement; Model testing; Modules; Quality assessment; Scoring models; Siamese; Sports; Task analysis; Three-dimensional displays; Training; Vaults

Automated vision-based score estimation models can be used to provide an alternate opinion to avoid judgment bias. Existing works have learned score estimation models by regressing the video representation to ground truth score provided by judges. However, such regression-based solutions lack interp...