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emagana6622 authored Dec 15, 2023
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## 1. Introduction

This section should cover the following items:

<!-- - Motivation & Objective: What are you trying to do and why? (plain English without jargon)
- State of the Art & Its Limitations: How is it done today, and what are the limits of current practice?
- Novelty & Rationale: What is new in your approach and why do you think it will be successful?
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- CNN – Used in SignFi

### Summary of Datasets
| Datasets | Activities | Environment | Number of subjects/samples | BW |
| :------------: | :-----------------------------------------------------------------: | :-------------------------------------: | :----------------------------------------------------------: | :----: |
| NTU-Fi-HAR | 6: running, walking, falling, boxing, circling arms, cleaning floor | Lab | 20 people, each activity 20 times | 40 MHz |
| NTU-Fi-HumanID | 15 people’s gait | Lab, 3 scenario | 15 people | 40 MHz |
| UT-HAR | 6: lie down, fall, walk, run, sit down, stand up | Office | 6 people, 20 trials per activity Data collected continuously | 20 MHz |
| Widar | 22: Push, Pull,Sweep,Clap,Slide, 18 types of Draws | 3 environments: classroom, hall, office | 16 volunteers | 20 MHz |
| SignFi | 276 signed gestures | Lab, home | 5 people | 20 MHz |
| Datasets | Activities | Environment | Number of subjects/samples | BW | Time of Each Activity |
| :------------: | :-----------------------------------------------------------------: | :-------------------------------------: | :----------------------------------------------------------: | :----: | :-------------------: |
| NTU-Fi-HAR | 6: running, walking, falling, boxing, circling arms, cleaning floor | Lab | 20 people, each activity 20 times | 40 MHz | 5s |
| NTU-Fi-HumanID | 15 people’s gait | Lab, 3 scenario | 15 people | 40 MHz | 5s |
| UT-HAR | 6: lie down, fall, walk, run, sit down, stand up | Office | 6 people, 20 trials per activity Data collected continuously | 20 MHz | 20s |
| Widar | 22: Push, Pull,Sweep,Clap,Slide, 18 types of Draws | 3 environments: classroom, hall, office | 16 volunteers | 20 MHz | Not Available |
| SignFi | 276 signed gestures | Lab, home | 5 people | 20 MHz | 2.5s |

### Code
Once the datasets are downloaded, we forked the SenseFi repository and made
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