@article{ART003317631},
author={Hyuksoon Choi and JinHwan Yang and Nammee Moon},
title={Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2026},
volume={31},
number={3},
pages={107-116}
TY - JOUR
AU - Hyuksoon Choi
AU - JinHwan Yang
AU - Nammee Moon
TI - Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization
JO - Journal of The Korea Society of Computer and Information
PY - 2026
VL - 31
IS - 3
PB - The Korean Society Of Computer And Information
SP - 107
EP - 116
SN - 1598-849X
AB - This paper proposes an adversarial learning-based privacy-preserving behavior monitoring system that fundamentally eliminates sensitive information at the edge device level. The proposed system adopts a Masked Autoencoder (MAE) as a backbone to effectively learn contextual features of behavior even in environments with limited labeled data. Specifically, we introduce a confusion loss into the encoding process to perform Min-Max optimization, which preserves the utility information required for behavior analysis while minimizing identity-specific information. Experimental results demonstrate that the proposed model maintains superior behavior classification accuracy compared to existing baseline models while significantly reducing identity re-identification F1 Score to a random guess level of 0.087(Behavior Classification), 0.052(Audio Detection) thereby validating the security and practicality of the system.
KW - Pet Monitoring System;Privacy Protection;Self-Supervised Learning;Data Anonymization
DO -
UR -
ER -
Hyuksoon Choi, JinHwan Yang and Nammee Moon. (2026). Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization. Journal of The Korea Society of Computer and Information, 31(3), 107-116.
Hyuksoon Choi, JinHwan Yang and Nammee Moon. 2026, "Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization", Journal of The Korea Society of Computer and Information, vol.31, no.3 pp.107-116.
Hyuksoon Choi, JinHwan Yang, Nammee Moon "Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization" Journal of The Korea Society of Computer and Information 31.3 pp.107-116 (2026) : 107.
Hyuksoon Choi, JinHwan Yang, Nammee Moon. Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization. 2026; 31(3), 107-116.
Hyuksoon Choi, JinHwan Yang and Nammee Moon. "Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization" Journal of The Korea Society of Computer and Information 31, no.3 (2026) : 107-116.
Hyuksoon Choi; JinHwan Yang; Nammee Moon. Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization. Journal of The Korea Society of Computer and Information, 31(3), 107-116.
Hyuksoon Choi; JinHwan Yang; Nammee Moon. Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization. Journal of The Korea Society of Computer and Information. 2026; 31(3) 107-116.
Hyuksoon Choi, JinHwan Yang, Nammee Moon. Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization. 2026; 31(3), 107-116.
Hyuksoon Choi, JinHwan Yang and Nammee Moon. "Edge-Cloud Pet Behavior Monitoring System Based on On-Device Encoding Anonymization" Journal of The Korea Society of Computer and Information 31, no.3 (2026) : 107-116.
