![]() It is much more versatile compared to other services that only allow you to transcribe either an audio or a video file. VEED’s online transcription service allows you to transcribe your audio and video files to text in just one click. AI transcription can transcribe a 60-minute file in 10 minutes, while human transcription can take up to 36 hours. "High-resolution Piano Transcription with Pedals by Regressing Onsets and Offsets Times." arXiv preprint arXiv:2010.01815 (2020).Video and audio transcription is a time consuming task. Qiuqiang Kong, Bochen Li, Xuchen Song, Yuan Wan, and Yuxuan Wang. We have built a large-scale classical piano MIDI dataset using our piano transcription system. If users met running out of GPU memory error, then try to reduce batch size. Lang Lang: Franz Liszt - Love Dream (Liebestraum) ĭemo 2. ![]() workspaces/piano_transcription/checkpoints/main/Regress_onset_offset_frame_velocity_CRNN/loss_type=regress_onset_offset_frame_velocity_bce/augmentation=none/batch_size=12/300000_iterations.pthĭemo 1. workspaces/piano_transcription/statistics/main/Regress_onset_offset_frame_velocity_CRNN/loss_type=regress_onset_offset_frame_velocity_bce/augmentation=none/batch_size=12/statistics_00-22-33.pickle workspaces/piano_transcription/statistics/main/Regress_onset_offset_frame_velocity_CRNN/loss_type=regress_onset_offset_frame_velocity_bce/augmentation=none/batch_size=12/statistics.pklĭump statistics to. The training looks like: Namespace(augmentation='none', batch_size=12, cuda=True, early_stop=300000, filename='main', learning_rate=0.0005, loss_type='regress_onset_offset_frame_velocity_bce', max_note_shift=0, mini_data=False, mode='train', model_type='Regress_onset_offset_frame_velocity_CRNN', reduce_iteration=10000, resume_iteration=0, workspace='./workspaces/piano_transcription') The system is trained for 300k iterations for one week. The training uses a single Tesla-V100-PCIE-32GB card. Users may consider to reduce the batch size, or use multiple GPU cards to train this system. ![]() In total 29 GB GPU memoroy is required with a batch size of 12. It worth looking into runme.sh to see how the piano transcription system is trained.
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |