FlashVAD Copyright 2026 Himanshu Maurya The FlashVAD v0.1 research checkpoint was trained using derived data from: - FLEURS, Google LLC, licensed under CC BY 4.0. https://huggingface.co/datasets/google/fleurs - AMI Meeting Corpus, licensed under CC BY 4.0. https://groups.inf.ed.ac.uk/ami/corpus/ - MUSAN, David Snyder, Guoguo Chen, and Daniel Povey, licensed under CC BY 4.0. https://www.openslr.org/17/ Weak frame targets were generated with Silero VAD, which is distributed under the MIT License: https://github.com/snakers4/silero-vad TEN VAD's public test set was used only for the retained cross-domain evaluation summary. TEN source code and weights are not included: https://github.com/TEN-framework/ten-vad FireRedVAD source code and weights are not included. Its official release was used only for reference measurements and rejected teacher-student experiments: https://github.com/FireRedTeam/FireRedVAD