HASCA2021

9th International Workshop on Human Activity Sensing Corpus and its Application

Program

Proceedings
The accepted papers in HASCA workshop are included in the proceedings on ACM DL.
https://dl.acm.org/doi/proceedings/10.1145/3460418

Workshop starts at September 25th (PDT) / 26th (EDT, CEST, JST), 2021.
When you join, please search "HASCA" on Whova Agenda and get the links for zoom/gather.town.

Presentation time:
HASCA oral presentation, 15 min (12-min talk + 3-min Q&A)
(For short paper, 8min talk + 2min Q&A)
SHL oral presentation, 12 min (10-min talk + 2-min Q&A)
SHL video, 1 min
Nurse oral presentation, 12 min
Nurse video, 1 min







2200-0027(PDT)
0100-0327(EDT)
0700-0927(CEST)
14:00-1627(JST)

-Opening remarks


[SHL Session (chair: Paula Lago)]
-SHL introduction [4 min]
-SHL summary [15 min]

Locomotion and Transportation Mode Recognition from GPS and radio signals: Summary of SHL Challenge 2021.
Lin Wang,Mathias Ciliberto,Hristijan Gjoreski,Paula Lago,Kazuya Murao,Tsuyoshi Okita,Daniel Roggen


-SHL team 1 presentation [12 min]
-SHL team 2 presentation [12 min]
-SHL team 3 presentation [12 min]
-SHL Challenge videos broadcast [11 min]

Dense CNN and IndRNN for the Sussex-Huawei Locomotion-Transportation Recognition Challenge.
Chuankun Li, Shuai Li, Yanbo Gao, Jinming Guo, Ping Chen, Wanqing Li.
[Poster][Video]


Transition-points-based Segmentation and Hierarchical Classification for Locomotion and Transportation recognition Radio-data.
Nhat Tan Le, Nazmun Nahid, Sozo Inoue.
[Poster][Video]


Triple-O for SHL Recognition Challenge: An Ensemble Framework for Multi-class Imbalance and Training-testing Distribution Inconsistency by OvO Binarization with Confidence Weight of One-class Classification.
Jinhua Su, Yuanyuan Zhang.
[Poster][Video]


A Windowless Approach to Recognize Various Modes of Locomotion and Transportation.
Promit Basak, Shahamat Mustavi Tasin, A.H.M. Nazmus Sakib, Syed Doha Uddin, Md Atiqur Rahman Ahad.
[Poster][Video]


An Ensemble of ConvTransformer Networks for the Sussex-Huawei Locomotion-Transportation (SHL) Recognition Challenge.
Aosheng Tian, Ye Zhang, Huiling Chen, Chao Ma, Shilin Zhou.
[Poster][Video]


Locomotion-Transportation Recognition via LSTM and GPS Derived Feature Engineering from Cell Phone Data.
Gulustan Dogan, Jonathan Daniel Sturdivant, Seyda Ari, Evan Kurpiewski.
[Poster][Video]


Location-based Human Activity Recognition Using Long-term Deep Learning Invariant Mapping.
Livii Iabanzhi, Maria Astrakhan, Pavlo Tyshevskyi.


Classical Machine Learning Approach for Human Activity Recognition Using Location Data.
Safaeid Hossain Arib, Rabeya Akter, Omar Shahid, Md Atiqur Rahman Ahad.
[Poster][Video]


Multiple Tree Model Integration for Transportation Mode Recognition.
Yan Ren.
[Poster][Video]


Classical machine learning and deep neural network ensemble model for GPS-based activity recognition.
Ryoichi Kojima, Roberto Legaspi, Yutaro Mishima, Shinya Wada.
[Poster][Video]


Phased Human Activity Recognition based on GPS.
Ryoichi Sekiguchi, Kenji Abe, Shogo Suzuki, Masayasu Kumano, Daisuke Asakura, Ryo Okabe, Takeru Kariya, Masaki Kawakatsu.
[Poster][Video]



-SHL ceremony (5 min)

[HASCA Session 1 (chair: Yu Enokibori)]
-[HASCA] Collecting a dataset of gestures for skill assessment in the field: a beach volleyball serves case study
Mathias Ciliberto, Luis Alejandro Ponce Cuspinera, Daniel Roggen

-[HASCA] Reducing Label Fragmentation during Time-series Data Annotation to Reduce Annotation Costs
Joseph Korpela, Takayuki Akiyama, Takehiro Niikura, Katsuyuki Nakamura

-[HASCA] Prediction of Eating Activity using Smartwatch
Haruka Kamachi, Tahera Hossain, Fuyuka Tokuyama, Anna Yokokubo, Guillaume Lopez

-[HASCA] [Short Paper] Inferring complex textile shape from an integrated carbon black-infused ecoflex-based bend and stretch sensor array
Leonardo Azael Garcia-Garcia, George Valsamakis, Paul Kreitmair, Niko Munzenrieder, Daniel Roggen

-[HASCA] Automatic Segmentation Method of Bone Conduction Sound for Eating Activity Detailed Detection
Haruka Kamachi, Takumi Kondo, Tahera Hossain, Anna Yokokubo, Guillaume Lopez
0027-0050(PDT)
0327-0350(EDT)
0927-0950(CEST)
1627-1650(JST)
Break/ SHL poster session [about 30 min]
0050-0233(PDT)
0350-0533(EDT)
0950-1133(CEST)
1650-1833(JST)

[Nurse Session (chair: Sozo Inoue)]
-Nurse summary [12 min]

Summary of the Third Nurse Care Activity Recognition Challenge - Can We Do from the Field Data?
Sayeda Shamma Alia, Kohei Adachi, Tahera Hossain, Nhat Tan Le, Haru Kaneko, Paula Lago, Tsuyoshi Okita, Sozo Inoue


-Nurse winner presentation [12 min]
-Nurse videos broadcast [3min]
-Nurse ceremony

Nurse papers:
- Nurse Care Activity Recognition from Accelerometer Sensor Data Using Fourier- and Wavelet-based Features
M. Ashikuzzaman Kowshik,Yeasin Arafat Pritom,Md.Sohanur Rahman,Ali Akbar,Md Atiqur Rahman Ahad
[PDF][Video]
- Nurse Care Activity Recognition: A Cost-Sensitive Ensemble Approach to Handle Imbalanced Class Problem in the Wild
Arafat Rahman,Iqbal Hassan,Md Atiqur Rahman Ahad
[PDF][Video]
- Feature-based Method for Nurse Care Complex Activity Recognition from Accelerometer Sensor
Faizul Rakib Sayem,MD Mamun Sheikh,Md Atiqur Rahman Ahad
[PDF][Video]
- Accelerometer based Complex Nurse Care Activity Recognition using Machine Learning Approach
Zubair Rahman Tusar,Maksuda Islam,Sadia Sharmin
[PDF][Video]

[HASCA Session 2 (chair Kazuya Murao)]
-[HASCA] Activity Knowledge Graph Recognition by Eye Gaze: Identification of Distant Object in Eye Sight for Watch Activity
Yuki Toyosaka, Tsuyoshi Okita

-[HASCA] Toward Fine-Grained Sleeping Activity Recognition: 3d Extension and an Estimation Try on Joint Position of SLP Dataset
Hiroki Kato, Yu Enokibori, Naoto Yoshida, Kenji Mase

-[HASCA] Analysis of Feature Importances for Automatic Generation of Care Records
Haru Kaneko, Tahera Hossain, Sozo Inoue

-[HASCA] PerMML: A Performance Metric for Multi-layer Dataset
Sayeda Shamma Alia, Tahera Hossain, Sozo Inoue

-Closing remarks