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Human Activity Recognition

15 papers with code · Computer Vision

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Personalized Activity Recognition with Deep Triplet Embeddings

15 Jan 2020dmbee/fcn-core

The novel subject triplet loss provides the best performance overall, and all personalized deep embeddings out-perform our baseline personalized engineered feature embedding and an impersonal fully convolutional neural network classifier.

ACTION DETECTION HUMAN ACTIVITY RECOGNITION

0
15 Jan 2020

Human activity recognition from skeleton poses

20 Aug 2019frederico-klein/cad-gas

Human Action Recognition is an important task of Human Robot Interaction as cooperation between robots and humans requires that artificial agents recognise complex cues from the environment.

HUMAN ACTIVITY RECOGNITION TEMPORAL ACTION LOCALIZATION

0
20 Aug 2019

MEx: Multi-modal Exercises Dataset for Human Activity Recognition

13 Aug 2019anjanaw/MEx

In addition we visualise pressure mat data to explore the potential of the sensor to capture exercise performance quality.

HUMAN ACTIVITY RECOGNITION TIME SERIES

0
13 Aug 2019

PI-Net: A Deep Learning Approach to Extract Topological Persistence Images

5 Jun 2019anirudhsom/PI-Net

To the best of our knowledge, we are the first to propose the use of deep learning for computing topological features directly from data.

HUMAN ACTIVITY RECOGNITION IMAGE CLASSIFICATION TIME SERIES

15
05 Jun 2019

Subject Cross Validation in Human Activity Recognition

4 Apr 2019big-data-lab-team/paper-generalizability-window-size

We conclude that Human Activity Recognition systems should be evaluated by Subject Cross Validation, and that overlapping windows are not worth their extra computational cost.

HUMAN ACTIVITY RECOGNITION

4
04 Apr 2019

Adversarial Attacks on Deep Neural Networks for Time Series Classification

17 Mar 2019hfawaz/ijcnn19attacks

Time Series Classification (TSC) problems are encountered in many real life data mining tasks ranging from medicine and security to human activity recognition and food safety.

ADVERSARIAL ATTACK HUMAN ACTIVITY RECOGNITION TIME SERIES TIME SERIES CLASSIFICATION

28
17 Mar 2019

Object Level Visual Reasoning in Videos

ECCV 2018 fabienbaradel/object_level_visual_reasoning

Human activity recognition is typically addressed by detecting key concepts like global and local motion, features related to object classes present in the scene, as well as features related to the global context.

HUMAN ACTIVITY RECOGNITION OBJECT DETECTION VISUAL REASONING

147
16 Jun 2018

Human Activity Recognition Based on Wearable Sensor Data: A Standardization of the State-of-the-Art

13 Jun 2018arturjordao/WearableSensorData

Inspired by this, we conduct an extensive set of experiments that analyze different sample generation processes and validation protocols to indicate the vulnerable points in human activity recognition based on wearable sensor data.

HUMAN ACTIVITY RECOGNITION IMAGE CLASSIFICATION OBJECT DETECTION

21
13 Jun 2018

Dynamic Vision Sensors for Human Activity Recognition

13 Mar 2018Computational-Imaging-Lab-IITM/HAR-DVS

We propose to use the various slices (such as $x-y$, $x-t$, and $y-t$) of the DVS video as a feature map for HAR and denote them as Motion Maps.

HUMAN ACTIVITY RECOGNITION

4
13 Mar 2018

Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points

CVPR 2018 fabienbaradel/glimpse_clouds

No spatial coherence is forced on the glimpse locations, which gives the module liberty to explore different points at each frame and better optimize the process of scrutinizing visual information.

ACTION RECOGNITION IN VIDEOS ACTIVITY PREDICTION HUMAN ACTIVITY RECOGNITION SKELETON BASED ACTION RECOGNITION

27
22 Feb 2018