Dacon Monthly Machine Fault Diagnosis AI Challenge

Algorithm | Audio | Unsupervised Learning | Anomaly Detection | Macro F1 Score

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[Baseline] MFCC 기반 Feature 추출 + IsolationForest를 활용한 이상탐지
voted Likes  12
Views  2,960
Comments  0
1mo ago
[Private: 0.9933 2위] mfcc + mel_spectrogram / SVDD + ABOD
voted Likes  27
Views  5,312
Comments  11
2yr ago
[Private: 0.99716, 1st] Fast Fourier transform & Autoencoder
[Private: 0.9566,9th] 시간& 주파수 영역 Feature, IF, OCSVM,AE,앙상블
voted Likes  9
Views  2,260
Comments  0
2yr ago
[Private: 0.9415, 16th] Kernel Density Estimation
voted Likes  7
Views  2,505
Comments  1
2yr ago
[Private: 0.96225, 7th] VAE, RaPP, Residual 등
voted Likes  12
Views  2,902
Comments  0
2yr ago
[private 0.96413,5th]Wavelet Decomposition, Isolation Forest
voted Likes  8
Views  2,339
Comments  0
2yr ago
[Private: 0.95659, 10위] Logscale-Melspec & IsolationForest
[PRIVATE : 0.93957 /18등] MFCC (+ 기타) + Scaler + 차원축소 + LOF
[Private : 0.9660358013] 제출 코드 개선으로 통한 일반화 성능 향상
voted Likes  3
Views  2,591
Comments  0
2yr ago
[Private: 0.9632, 6th] mean+median / Autoencoder+OCSVM