模型:
JorisCos/DPTNet_Libri1Mix_enhsingle_16k
任务:
音频到音频许可:
cc-by-sa-4.0描述:
此模型由Joris Cosentino使用librimix配方在 Asteroid 上进行训练。它是在Libri1Mix数据集的enh_single任务上训练的。
训练配置:
data: n_src: 1 sample_rate: 16000 segment: 3 task: enh_single train_dir: data/wav16k/min/train-360 valid_dir: data/wav16k/min/dev filterbank: kernel_size: 16 n_filters: 64 stride: 8 masknet: bidirectional: true chunk_size: 100 dropout: 0 ff_activation: relu ff_hid: 256 hop_size: 50 in_chan: 64 mask_act: sigmoid n_repeats: 2 n_src: 1 norm_type: gLN out_chan: 64 optim: lr: 0.001 optimizer: adam weight_decay: 1.0e-05 scheduler: d_model: 64 steps_per_epoch: 10000 training: batch_size: 4 early_stop: true epochs: 200 gradient_clipping: 5 half_lr: true num_workers: 4
结果:
在Libri1Mix min测试集上:
si_sdr: 14.829670037349064 si_sdr_imp: 11.379888731489366 sdr: 15.395712644737149 sdr_imp: 11.893049845524112 sir: Infinity sir_imp: NaN sar: 15.395712644737149 sar_imp: 11.893049845524112 stoi: 0.9301948391058859 stoi_imp: 0.13427501556534832
许可通知:
这项工作"DPTNet_Libri1Mix_enhsignle_16k"是由Joris Cosentino根据 LibriSpeech ASR corpus 衍生而来,使用Vassil Panayotov的许可,仅用于 CC BY 4.0 下的研究; 根据 Whisper.ai 的The WSJ0 Hipster Ambient Mixtures数据集使用许可,仅用于 CC BY-NC 4.0 下的研究。"DPTNet_Libri1Mix_enhsignle_16k"由Joris Cosentino根据 Attribution-ShareAlike 3.0 Unported 许可。