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Audio Visual Active Speaker Detection On Ava

Metrics

validation mean average precision

Results

Performance results of various models on this benchmark

Paper TitleRepository
LoCoNet+TalkNCE95.5%TalkNCE: Improving Active Speaker Detection with Talk-Aware Contrastive Learning
LoCoNet + Laser95.3%LASER: Lip Landmark Assisted Speaker Detection for Robustness
LoCoNet95.2%LoCoNet: Long-Short Context Network for Active Speaker Detection
SPELL+94.9%Learning Long-Term Spatial-Temporal Graphs for Active Speaker Detection
UniCon+94.5%UniCon+: ICTCAS-UCAS Submission to the AVA-ActiveSpeaker Task at ActivityNet Challenge 2022-
SPELL94.2%Learning Long-Term Spatial-Temporal Graphs for Active Speaker Detection
EASEE-5094.1%End-to-End Active Speaker Detection
Light-ASD94.1%A Light Weight Model for Active Speaker Detection
Extended UniCon93.6%ICTCAS-UCAS-TAL Submission to the AVA-ActiveSpeaker Task at ActivityNet Challenge 2021-
ASDNet93.5%How to Design a Three-Stage Architecture for Audio-Visual Active Speaker Detection in the Wild
GSCMIA92.86%Audio-Visual Activity Guided Cross-Modal Identity Association for Active Speaker Detection
TalkNet92.3%NUS-HLT Report for ActivityNet Challenge 2021 AVA (Speaker)-
UniCon92.0%UniCon: Unified Context Network for Robust Active Speaker Detection-
SA-uncertainty Fusion91.9%Active Speaker Detection as a Multi-Objective Optimization with Uncertainty-based Multimodal Fusion-
VTP (visual only)89.2%Sub-word Level Lip Reading With Visual Attention-
MAAS-TAN88.8%MAAS: Multi-modal Assignation for Active Speaker Detection
VGG-{LSTM+TCN} (ensemble)87.8%Naver at ActivityNet Challenge 2019 -- Task B Active Speaker Detection (AVA)-
Active Speakers in Context87.1%Active Speakers in Context
MAAS-LAN85.1%MAAS: Multi-modal Assignation for Active Speaker Detection
3D-ResNet-GRU84.0%Multi-Task Learning for Audio Visual Active Speaker Detection-
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Audio Visual Active Speaker Detection On Ava | SOTA | HyperAI