Upload Convbased Studio models and assets: README.md
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README.md
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- multi-speaker
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- convolution
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- encoder-decoder
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- aishell
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- vctk
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license: apache-2.0
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datasets:
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- aishell
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- thchs30
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- primewords
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- vctk
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library_name: pytorch
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---
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# Convbased
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- **解码器**: 声学特征解码器
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- **判别器**: 对抗训练判别器
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- **损失函数**: 组合损失(Mel频谱损失 + KL散度损失 + 特征匹配损失)
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## 训练曲线
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模型训练过程中的各项损失函数变化:
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*判别器总损失*
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*生成器特征匹配损失*
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*KL散度损失*
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*Mel频谱损失*
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*生成器总损失*
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## 训练数据集
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本模型使用以下高质量中文语音数据集进行训练:
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| 数据集名称 | 时长(小时) | 描述 |
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|-------------------|-------------|------|
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| data_aishell | 178 | 中文普通话语音识别数据集 |
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| data_thchs30 | 30 | 清华大学中文语音数据集 |
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| primewords_md_2018| 178 | 中文语音合成数据集 |
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| VCTK | 44 | 英文多说话人数据集 |
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| 四川方言 | 4 | 四川话方言数据 |
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| 闽南语 | 3 | 闽南话方言数据 |
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| 粤语 | 3 | 粤语方言数据 |
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| 温州方言 | 7 | 温州话方言数据 |
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| 噪声 | 20 | 噪声环境语音数据 |
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*本模型致力于推进中文语音合成技术的发展,该底模已用于微调大部分模型于 [Convbased](https://weights.chat/)*
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- multi-speaker
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- convolution
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- encoder-decoder
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license: apache-2.0
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datasets:
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- vctk
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library_name: pytorch
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---
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# Convbased
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本项目专注于训练高质量的预训练底模,为语音转换任务提供强大的基础模型支持。
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| 特征提取 | 声码器 | 40k | 48k |
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|-----------|--------|-----|-----|
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| contentvec | hifigannsf | ❌ | ✅ |
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| contentvec | sifigan | ❌ | ✅ |
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| contentvec | refinegan | ❌ | ❌ |
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| contentvec | hifiganmrf | ❌ | ❌ |
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| spin | hifigannsf | ❌ | ❌ |
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| spin | sifigan | ❌ | ✅ |
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| spin | refinegan | ❌ | ❌ |
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| spin | hifiganmrf | ❌ | ❌ |
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| chinese-hubert-base | hifigannsf | ❌ | ✅ |
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| chinese-hubert-base | sifigan | ❌ | ❌ |
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| chinese-hubert-base | refinegan | ❌ | ❌ |
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| chinese-hubert-base | hifiganmrf | ❌ | ❌ |
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*致力于推进中文语音合成技术的发展,该底模已用于微调大部分模型于 [Convbased Studio](https://weights.chat/)*
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