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cs.CV2025
Language-Guided Contrastive Audio-Visual Masked Autoencoder with Automatically Generated Audio-Visual-Text Triplets from Videos
Yuchi Ishikawa, Shota Nakada, Hokuto Munakata +3
In this paper, we propose Language-Guided Contrastive Audio-Visual Masked Autoencoders (LG-CAV-MAE) to improve audio-visual representation learning. LG-CAV-MAE integrates a pretrai…
cs.CV2024
Lighthouse: A User-Friendly Library for Reproducible Video Moment Retrieval and Highlight Detection
Taichi Nishimura, Shota Nakada, Hokuto Munakata +1
We propose Lighthouse, a user-friendly library for reproducible video moment retrieval and highlight detection (MR-HD). Although researchers proposed various MR-HD approaches, the…
cs.CV2023
Vision-Language Models Learn Super Images for Efficient Partially Relevant Video Retrieval
Taichi Nishimura, Shota Nakada, Masayoshi Kondo
In this paper, we propose an efficient and high-performance method for partially relevant video retrieval, which aims to retrieve long videos that contain at least one moment relev…