Recurrent CNN for 3D Gaze Estimation using Appearance and Shape Cues

8 May 2018Cristina PalmeroJavier SelvaMohammad Ali BagheriSergio Escalera

Gaze behavior is an important non-verbal cue in social signal processing and human-computer interaction. In this paper, we tackle the problem of person- and head pose-independent 3D gaze estimation from remote cameras, using a multi-modal recurrent convolutional neural network (CNN)... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Gaze Estimation EYEDIAP (floating target) RecurrentGaze (Static) Angular Error 5.43 # 2
Gaze Estimation EYEDIAP (floating target) RecurrentGaze (Temporal) Angular Error 5.19 # 1
Gaze Estimation EYEDIAP (screen target) RecurrentGaze (Static) Angular Error 3.38 # 1
Gaze Estimation EYEDIAP (screen target) RecurrentGaze (Temporal) Angular Error 3.4 # 2

Methods used in the Paper


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