transition on how gaze shifts between different objects/regions to better model human attention in natural dynamic scenes.

### Egocentric Gaze Prediction.

Egocentric vision is an emerging research domain in computer vision which focuses on automatic analysis of egocentric videos recorded with wearable cameras. Egocentric gaze is a key component in egocentric vision which benefits various egocentric applications such as action recognition [@fathi2012learning] and video summarization [@xu2015gaze]. Although there is correlation between visually salient image regions and gaze fixation locations [@parkhurst2002modeling], it has been found that traditional bottom-up models for visual saliency is insufficient to model and predict human gaze in egocentric video [@yamada2010can]. Yamada *et al.* [@yamada2011attention] presented a gaze prediction model by exploring the correlation between gaze and head motion. In their model, bottom-up saliency map is integrated with an attention map obtained based on camera rotation and translation to infer final egocentric gaze position. Li *et al.* [@li2013learning] explored different egocentric cues like global camera motion, hand motion and hand positions to model egocentric gaze in hand manipulation activities. They built a graphical model and further combined the dynamic behaviour of gaze as latent variables to improve the gaze prediction. However, their model is dependent on predefined egocentric 