卒論の主要な先行研究
from
2025/7/18の発表の構想を再考する
卒論の主要な先行研究
メタ実験評価計画
AAL/SED/FLの研究
AAL >
AALの研究目的を理解する
Ambient Assisted Living Technologies for Aging Well: A Scoping Review
2015
Ambient Assisted Living an Overview of Current Applications, End-Users and Acceptance
2020
Real-Time Acoustic Scene Recognition for Elderly Daily Routines Using Edge-Based Deep Learning
2025
音響シーン認識をエッジで実行
エッジデバイス関係で参考になりそう
SED
cf.
マルチラベル音響イベント検出をサーベイ
homeSound: Real-Time Audio Event Detection Based on High Performance Computing for Behaviour and Surveillance Remote Monitoring
2017
AAL
エッジデバイスを配置し,ローカルで完結
Ambient acoustic event assistive framework for identification, detection, and recognition of unknown acoustic events of a residence
2021
AAL
LSTM + CNN
A Hybrid System of Sound Event Detection Transformer and Frame-wise Model for DCASE 2022 Task 4
Transformer + CRNN
DCASE 2024
: こんなにいるか?
MULTI-ITERATION MULTI-STAGE FINE-TUNING OF TRANSFORMERS FOR SOUND EVENT DETECTION WITH HETEROGENEOUS DATASETS
SEMI-SUPERVISED SOUND EVENT DETECTION BASED ON PRETRAINED MODELS FOR DCASE 2024 TASK 4
SELF TRAINING AND ENSEMBLING FREQUENCY DEPENDENT NETWORKS WITH COARSE PREDICTION POOLING AND SOUND EVENT BOUNDING BOXES
FMSG-JLESS SUBMISSION FOR DCASE 2024 TASK4 ON SOUND EVENT DETECTION WITH HETEROGENEOUS TRAINING DATASET AND POTENTIALLY MISSING LABELS
FL
cf.
HAR-FLの論文
https://gemini.google.com/app/27d90845c8e3e240
FedAVG
FedProx
SCAFFOLD
A Survey on Federated Learning in Human Sensing