WMA to NIST Converter

Create NIST SPHERE speech files from WMA audio

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Speech Research

NIST SPHERE is the standard for ASR — convert WMA for research pipelines.

Corpus-Ready

Generate SPHERE with correct headers for speech recognition training.

Online Processing

No toolkit needed — convert WMA to NIST in your browser.

How to convert WMA to NIST

1

Select files from Computer, Google Drive, Dropbox, URL or by dragging it on the page.

2

Choose nist or any other format you need as a result (more than 200 formats supported)

3

Let the file convert and you can download your nist file right afterwards

About formats

WMA (Windows Media Audio) is a family of proprietary audio codecs developed by Microsoft and first released in 1999 as part of the Windows Media framework. Created to compete with MP3 and AAC, WMA Standard uses perceptual coding to deliver what Microsoft claimed was near-CD quality at bitrates as low as 64 kbps — roughly half the data rate MP3 typically needed for comparable results. The codec family grew to include WMA Professional for surround sound and high-resolution audio, WMA Lossless for bit-perfect archival compression, and WMA Voice optimized for spoken content at very low bitrates. Deep integration with Windows, Windows Media Player, and the Zune ecosystem gave WMA a strong distribution advantage throughout the 2000s, and digital rights management (DRM) support made it attractive to online music stores of that era. Encoding and decoding are handled natively by Windows, requiring no third-party software for playback on any Windows machine. Cross-platform support has improved through libraries like FFmpeg and GStreamer, though WMA remains less universally compatible than MP3 or AAC on non-Microsoft devices. The format still appears in legacy media libraries, though newer codecs have largely taken its place for streaming and portable use.
Initial release: 1999
NIST SPHERE (SPeech HEader REsources) is a specialized audio file format created by the National Institute of Standards and Technology for speech research, particularly projects funded by DARPA. The format wraps raw audio samples with a structured ASCII header encoding metadata such as sample rate, channel count, encoding type, speaker demographics, and transcription annotations — making it ideal for distributing speech corpora. NIST files typically store uncompressed PCM or mu-law audio at telephone-quality sample rates (8 kHz or 16 kHz), though the container is flexible enough to hold various encodings. A key advantage is the rich self-documenting header that lets researchers embed detailed corpus metadata directly in the file, eliminating sidecar files. SPHERE has also become the de facto standard for major speech databases like TIMIT, Switchboard, and the Fisher corpus, ensuring broad recognition across academic and government labs. The open specification and availability of command-line tools (sphere, h_strip, w_decode) make it straightforward to convert, inspect, and process these files programmatically in speech processing pipelines.
Initial release: 1990

Frequently Asked Questions

Why convert WMA to NIST?

NIST SPHERE is the mandatory input format for major speech recognition toolkits like Kaldi and HTK. These pipelines reject WMA entirely, so converting to SPHERE is required before any training or evaluation.

Which speech processing tools use NIST SPHERE files?

Kaldi, HTK, CMU Sphinx, NIST evaluation scoring tools, and many university research frameworks expect SPHERE input. The format is the de facto standard for speech corpus distribution worldwide.

Is NIST the same as SPH or SPHERE?

Yes — NIST, SPH, and SPHERE all refer to the same format: SPeech HEader REsources developed by NIST. The file extension may vary (.nist, .sph) but the internal structure is identical.

Does converting WMA to NIST preserve audio quality for ASR?

NIST SPHERE stores PCM audio, so the decoded WMA content is transferred without additional compression. Speech recognition accuracy depends on source quality, which is preserved during conversion.

Can I convert an entire WMA dataset to NIST in one batch?

Yes — upload your full set of WMA recordings and Convertio produces a NIST SPHERE file for each simultaneously. Download individually or as a single archive for immediate use in your research pipeline.