← Audio Classification
Papers with Code · CC BY-SA 4.0

VGGSound

아카이브 평가 23건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
Mirasol3B
Top 1 Accuracy
69.8
Mirasol3B: A Multimodal Autoregressive model for time-aligned and contextual modalities
2023-11-09
연결 없음
CA2ST(B/16)
Top 1 Accuracy
68.3
CA^2ST: Cross-Attention in Audio, Space, and Time for Holistic Video Recognition
2025-03-30
연결 없음
ONE-PEACE (Audio-Visual)
Top 1 Accuracy
68.2
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
2023-05-18
코드 1 · 코드 2
CAVA(B/16)
Top 1 Accuracy
68.2
CA^2ST: Cross-Attention in Audio, Space, and Time for Holistic Video Recognition
2025-03-30
연결 없음
MAViL
Top 1 Accuracy
67.1
연결 없음
논문 날짜 미기재
연결 없음
EquiAV
Top 1 Accuracy
67.1
EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning
2024-03-14
코드 1
MMT (Audio-Visual)
Top 1 Accuracy
66.2
Top 5 Accuracy
85.7
Multiscale Multimodal Transformer for Multimodal Action Recognition
2022-09-22
연결 없음
CAV-MAE (Audio-Visual)
Top 1 Accuracy
65.9
Contrastive Audio-Visual Masked Autoencoder
2022-10-02
코드 1
UAVM (Audio + Video)
Top 1 Accuracy
65.8
UAVM: Towards Unifying Audio and Visual Models
2022-07-29
코드 1
Audiovisual Masked Autoencoder (Audiovisual, Single)
Top 1 Accuracy
65.0
Audiovisual Masked Autoencoders
2022-12-09
코드 1 · 코드 2
AVT (Audio-Visual)
Top 1 Accuracy
63.9
Top 5 Accuracy
85.0
AVT: Audio-Video Transformer for Multimodal Action Recognition
2022-09-22
연결 없음
ONE-PEACE (Audio-Only)
Top 1 Accuracy
59.6
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
2023-05-18
코드 1 · 코드 2
CAV-MAE (Audio-Only)
Top 1 Accuracy
59.5
Contrastive Audio-Visual Masked Autoencoder
2022-10-02
코드 1
Audiovisual Masked Autoencoder (Audio-only, Single)
Top 1 Accuracy
57.2
Audiovisual Masked Autoencoders
2022-12-09
코드 1 · 코드 2
MAST (Audio Only)
Top 1 Accuracy
57.0
Top 5 Accuracy
81.3
Multiscale Audio Spectrogram Transformer for Efficient Audio Classification
2023-03-19
연결 없음
UAVM (Audio Only)
Top 1 Accuracy
56.5
UAVM: Towards Unifying Audio and Visual Models
2022-07-29
코드 1
MMT (Video)
Top 1 Accuracy
56.1
Top 5 Accuracy
77.9
Multiscale Multimodal Transformer for Multimodal Action Recognition
2022-09-22
연결 없음
PlayItBackX3
Top 1 Accuracy
53.7
Top 5 Accuracy
79.2
Mean AP
56.1
AUC
97.8
d-prime
2.846
Play It Back: Iterative Attention for Audio Recognition
2022-10-20
코드 1
AVT (V)
Top 1 Accuracy
53.2
Top 5 Accuracy
74.8
AVT: Audio-Video Transformer for Multimodal Action Recognition
2022-09-22
연결 없음
MBT (A)
Top 1 Accuracy
52.3
Top 5 Accuracy
78.1
Attention Bottlenecks for Multimodal Fusion
2021-06-30
코드 1
MBT (V)
Top 1 Accuracy
51.2
Top 5 Accuracy
72.6
Attention Bottlenecks for Multimodal Fusion
2021-06-30
코드 1
UAVM (Video Only)
Top 1 Accuracy
49.9
UAVM: Towards Unifying Audio and Visual Models
2022-07-29
코드 1
MBT (AV)
Top 5 Accuracy
85.6
Attention Bottlenecks for Multimodal Fusion
2021-06-30
코드 1