Author

Christoph Schuhmann

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Preprint Aug 2026

LAION-BVD: A 10-Million-Hour Open Video Dataset for Multimodal Pre-training

This work presents LAION-BVD, a large-scale open video dataset for multimodal learning, which contains 1.3B platform-specific video URLs collected from CommonCrawl, and explores video frames as an alternative source of image-text data by extracting scene-changing frames.

Andreas Hochlehnert, Marianna Nezhurina, M. Cherti et al. · 0 citations

#artificial intelligence Preprint Sep 2026

VoiceNet: Fine-Grained Voice Understanding Beyond Emotion at Scale

This paper introduces VoiceNet, a human-annotated representation-level benchmark for voice performance understanding on permissively-licensed in-the-wild speech, and releases Emolia, an emotion-annotated version of the Emilia corpus, with a curated rebalanced subset enriched by dense MOSS-Audio Thinking annotations.

Christoph Schuhmann, R. Kaczmarczyk, Gollam Rabby et al. · 0 citations