Sentence examples for motion representation approaches from inspiring English sources

The resulting method is shown by experimentation to be comparable with simpler motion representation approaches [12, 27, 32] in terms of computational complexity, while maintaining a recognition performance similar to that of [33].

The performance of the proposed method is compared with the motion representation approaches for providing motion information to HMM-based systems presented in [12, 26, 27, 32], as well as with the authors' previous work [33] (as described in Section 3.4).

This work introduces two novel approaches for feature extraction applied to video-based Arabic sign language recognition, namely, motion representation through motion estimation and motion representation through motion residuals.

The analysis pipeline employed in the current approach is presented in Fig. 2. The first step entails preprocessing, followed by motion representation and feature extraction from the motion images.

It is necessary to analyze the motion representation.

(b) Adopts a fine-grained motion representation, rather than being limited to e.g. dominant global motion.

Recently proposed image representation approaches use sometimes sparse representation models for storage or transmission reasons.

Two research issues are addressed in this paper, namely, motion representation and subspace learning.

Two research issues, namely, motion representation and subspace learning, are addressed.

However, unlike FCA, QAA permits non-orthogonal motion representation.

An essential prediction of biased competition is that a weaker offset signal would favour the extrapolated motion representation.