Dataset assetClassic DatasetHuman Activity MonitoringActivity Recognition

WISDM Dataset

The WISDM dataset includes six activities: sitting, jogging, walking, descending stairs, ascending stairs, and standing.

Source

github

Created

May 13, 2020

Updated

May 14, 2020

Signals

451 views

Availability

Linked source ready

Overview

Dataset description and usage context

Dataset Overview

Dataset Name

WISDM Dataset (WISDM_ar_v1.1_raw.txt)

Data Source

The dataset is downloaded from http://www.cis.fordham.edu/wisdm/dataset.php

Content

The dataset contains six human activities:

Sitting
Jogging
Walking
Descending stairs
Ascending stairs
Standing

Intended Use

It is used to compare the performance of three models (CNN, LSTM, CNN+LSTM) on human‑activity‑recognition tasks. Performance comparison figures are shown below:

Loss comparison chart for the three models: link text
Accuracy comparison chart for the three models: link text

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