Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Query by humming (QbH) is a way to identify music by searching with a melody you hum, sing, or whistle. It helps when you remember how a song sounds but not its title, artist, or lyrics; you do not need the original recording.

How query by humming works

You perform the melody as a search query, and a recognition system compares it with musical representations in its catalog. The query is not a recording of the song itself: it is your rendition of the tune, which may differ from the original in pitch, key, tempo, and rhythm.

Google’s 2020 explanation says its system converts input audio into a number-based sequence representing the melody, while discounting details such as accompaniment and voice timbre. Google Research later described an embedding-based approach that matches a hummed query directly to original, polyphonic recordings. The system must therefore find a melody match even though your query lacks the instruments and vocals of the studio track. Google’s launch explanation and Google Research’s technical account describe those approaches.

Google Research wrote in 2020 that its system reached “a high level of accuracy” on a database containing over half a million songs that was continually updated. That is Google’s published description at the time, not a precise catalog count, an independently measured accuracy result, or a verified current catalog size.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.
#1 Best Overall
Sale
FOSA 4 Minutes DIY Greeting Card Chip Music Sound Voice Recording Module Device Chip Recordable Sound Chip for Christmas Cards, Holiday Creative Gift Boxes, Jewelry Boxes, Crafts, Children's Toys
  • Widely used Can be used for Christmas cards , creative gift boxes , jewelry boxes , crafts , children's toys , etc.
  • 3 battery powered , 8Ω 0.25W green speaker with loud sound.
  • Control the voice movement with induction.
  • The cable length is designed for your convenience. Selectable play mode Loop play ,one time play. The recording can be repeated , and each recording will overwrite the last recording.
  • 4 minutes - Record music, or what you want to say, up to 4 minutes, depending on your requirements.

How to search for a song by humming

Google on Android

  1. Open the Google app and tap the microphone.
  2. Choose Search a song.
  3. Hum, whistle, sing, or play the melody.

Google’s current Android help page also lists Circle to Search, Quick Settings, a home-screen shortcut, and asking Gemini as access options. Which options appear can depend on the device, software version, and region. See Google’s Android song-search help for its current instructions.

SoundHound

SoundHound says it can search for music a person hears, sings, or hums. For humming or singing, it recommends that one person provide at least 10 seconds of input. It also says an attempt made without internet access can be saved as pending and retried later. These are SoundHound’s own instructions, not an independent comparison of recognition performance. Its guidance is on Searching For Music.

Query by humming versus music recognition from a recording

These methods use different search inputs. Query by humming uses a melody you perform; music fingerprinting uses a portion of the original recording as the search key. As a result, a fingerprinting system may not be suited to a hummed rendition, while QbH is intended for that situation. The distinction is described in the 2006 VocalSearch system article.

What you have Search approach Documented example
A melody you remember, but not the recording Query by humming, singing, or whistling Google Search and SoundHound document melody input.
A sample of the song’s original recording Recording-based music fingerprinting VocalSearch distinguishes fingerprinting by its use of a recording excerpt.

The cited sources do not establish a universal accuracy ranking between services or methods. Choose based on whether you have the melody or the recording, which documented access route is available to you, and whether you can connect to the internet.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.
Rank #3
Sale
WiiM Mini Wi-Fi Music Streamer, AirPlay 2 & Hi-Res Audio for Your Stereo
  • AirPlay 2 Receiver - Transform your stereo into an AirPlay 2-enabled speaker with WiiM Mini. Stream your favorite tunes from iOS and Mac devices or transmit TV audio from Apple TV. Elevate your audio experience by effortlessly connecting Apple devices to your preferred sound system. Upgrade to an AirPlay 2 receiver conveniently and affordably.
  • Unrivaled Sound Quality - Diverging from the norm of resampling to set sample rate and bit depth, WiiM Mini stands out by delivering unaltered audio up to 192kHz, 24-bit via its digital and analog outputs. That's the same as an artist's recording in the studio. Enjoy gapless playback with seamless track transitions. Note that not all services offer 24-bit/192 kHz content; Amazon Music Ultra HD, Qobuz(Works with Qobuz through WiiM Home app. Currently does not support Qobuz connect.), and personal libraries support it. Additionally, TIDAL Master supports up to 24-bit/96kHz.
  • Spotify Connect, Tidal Connect and Amazon Music Cast - Stream music directly from Spotify, TIDAL or Amazon Music app using Spotify Connect, TIDAL Connect or Alexa Cast. This offers superior audio quality and extended range compared to traditional Bluetooth or AirPlay 2 receivers, freeing your mobile device for other activities. Works for Spotify Free/Premium users, TIDAL's HiFi and Master, Amazon Prime Music and Amazon Music Unlimited.
  • Works with Alexa and Siri - Experience the convenience of using WiiM Mini with both Alexa and Siri Voice Assistants. Control music, adjust volume, and manage playback seamlessly using voice commands from your phone, HomePod, or Echo. Integrate it effortlessly with your current smart home devices through either Alexa or Apple Home for enhanced smart living.
  • Seamless Multiroom Streaming - Experience the ultimate convenience of streaming music throughout your entire home with WiiM Mini. Enjoy seamless integration with a range of smart speakers, such as AirPlay 2, Amazon Alexa, and our exclusive multiroom feature. Effortlessly form groups with other AirPlay 2 or Alexa devices like Echo and HomePod, or connect multiple WiiM devices for synchronized playback across various audio devices simultaneously.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Support on Ko-Fi

What to say or do when starting a search

You can simply start the melody search and perform the tune. Google’s launch article uses the prompts “Do you know that song that goes…” and “what’s this song?” SoundHound lists “What song am I humming?” and “Start a hum search” in its song-identification guidance. These are examples of phrasing, not evidence that one prompt improves recognition.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.