본 논문에서는 부가 정보를 이용하는 오토 인코더 기반의 새로운 오디오 고대역 부호화 방법을 제안한다. 제안하는 방법은 MDCT 영역에서 동작하고, 부호화 할 정보만 입력하는 기존의 오토 인코더와 다르게, 과거와 현재의 저대역 정보로 구성된 부가 정보를 추가로 입력하여 오토 인코더의 복원 성능을 향상시킨다. 특히, 시간-주파수 영역의 부가 정보를 사용하여 시간에 따른 신호 특성을 고대역 복원에 활용하도록 한다. 제안하는 방법에서 부호화기는 매 프레임마다 오토 인코더가 생성한 4차원 latent 벡터와 이득 정보를 12 비트로 양자화 하여 전송한다. 복호화기는 과거와 현재 프레임에서 복원된 저대역 정보와 전송 받은 정보를 오토 인코더에 입력하여 고대역 정보를 복원한다. 청취 평가를 통하여 제안하는 방법이 SBR에 비하여 약 1/2의 비트율로 SBR과 동등 품질의 고대역 정보를 복원하는 것을 확인하였다.
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