
TVPaint Animation
The digital solution for your professional 2D animation projects.

A Multilingual Single-Speaker Speech Corpus for High-Fidelity Text-to-Speech Synthesis.

CSS10 is a seminal open-source dataset designed for training single-speaker Text-to-Speech (TTS) models across ten diverse languages: German, Greek, Spanish, Finnish, French, Hungarian, Japanese, Dutch, Russian, and Chinese. Originating from LibriVox audiobooks, the project provides a consistent technical baseline for researchers and developers in the speech synthesis domain. Each sub-dataset consists of approximately 10 to 20 hours of high-quality audio paired with normalized transcriptions. In the 2026 market, CSS10 remains a critical infrastructure component for 'Edge-TTS' applications and Small Language Models (SLMs). Its architecture allows for efficient transfer learning, enabling developers to create localized voice assets without the massive compute requirements of foundation models. By providing a uniform format (LJSpeech style), it simplifies the training pipeline for popular architectures like FastSpeech 2, VITS, and Tacotron 2. It is particularly valued in 2026 for fine-tuning on-device speech interfaces where privacy and low latency are prioritized over cloud-based synthesis. The dataset's permissive licensing encourages both academic innovation and commercial prototyping in the rapidly expanding multilingual voice interface market.
CSS10 is a seminal open-source dataset designed for training single-speaker Text-to-Speech (TTS) models across ten diverse languages: German, Greek, Spanish, Finnish, French, Hungarian, Japanese, Dutch, Russian, and Chinese.
Explore all tools that specialize in cross-lingual transfer. This domain focus ensures CSS10 delivers optimized results for this specific requirement.
Standardizes all 10 languages into a single directory structure and metadata format compatible with almost all modern TTS frameworks.
Uses clean, professional-grade audiobook recordings that ensure consistent emotive quality and low background noise.
Metadata includes specific phoneme mappings for languages like Japanese and Chinese to handle logographic scripts.
The single-speaker nature makes it an ideal base for training 'Teacher' models in Knowledge Distillation setups.
Provides datasets for languages like Hungarian and Finnish which are often overlooked by major tech providers.
Pre-built scripts to convert numbers, abbreviations, and symbols into spoken forms across all 10 languages.
Compatible with multi-speaker models that use language IDs to share phonetic information across the 10-language set.
Clone the official CSS10 repository from GitHub to access metadata scripts.
Download the specific language archive (e.g., 'german.tar.gz') from the hosted server or Kaggle mirror.
Extract audio files into a directory structured for LJSpeech-style formatting.
Verify sample rates; default is typically 22.05kHz for consistency across all 10 languages.
Run the transcription normalization script to clean text for phonetic processing.
Generate training/validation/test splits (standard 90/5/5 ratio recommended).
Configure the TTS model architecture (e.g., VITS or Glow-TTS) using the provided configuration files.
Initialize the phonetic embedding layer to account for language-specific characters.
Start the training loop on a CUDA-enabled GPU with monitoring for Mel-spectrogram loss.
Export the finalized weights to ONNX format for 2026 edge-device deployment.
All Set
Ready to go
Verified feedback from other users.
"Widely regarded by the ML community as the most reliable open-source multilingual single-speaker corpus for academic research."
Post questions, share tips, and help other users.

The digital solution for your professional 2D animation projects.

Empowering independent artists with digital music distribution, publishing administration, and promotional tools.

Convert creative micro-blogs into high-performance web presences using generative AI and Automattic's core infrastructure.

Fashion design technology software and machinery for apparel product development.

Instantly turns any text to natural sounding speech for listening online or generating downloadable audio.

Professional studio-quality AI headshot generator for individuals and teams.