Autonomous Human Activity Classification from Ego-vision Camera and Accelerometer Data

28 May 2019Yantao LuSenem Velipasalar

There has been significant amount of research work on human activity classification relying either on Inertial Measurement Unit (IMU) data or data from static cameras providing a third-person view. Using only IMU data limits the variety and complexity of the activities that can be detected... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Multimodal Activity Recognition CMU Multi-Modal Activity (CMU-MMAC) RecCapsNet & LSTM (Camera and IMU) Accuracy 86.64% # 1

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