Convert mp3 to wav using FFmpeg for VBR

You can get some info about the bitrate of your input files by using the ffprobe song.mp3 command. However this only tells you bitrate of the first frame. VBR in MP3 files is usually implemented simply by changing the bitrate for each frame, so whether it's being used can't be determined by just reading the header of first frame. I usually use some other audio file player software to determine whether VBR is being used, as many will display that (Foobar2000 does for example).

When you use lossy output codecs (such as MPEG-1 Layer III or AAC), ffmpeg chooses a default bitrate for the output stream, or a variable bitrate. It depends on the encoder itself.

For lossless codecs, you cannot set a variable bitrate, since each sample takes a predefined number of bits. ffmpeg -i song.mp3 song.wav will therefore get you a PCM-encoded WAV file with 44,100 Hz sample rate and 16 bits per sample. This results in about 1411 kBit/s for the entire container, likely much, much bigger than the MP3 input file.

If you want a smaller file size for the PCM-encoded WAV file, set a sample format with less bit depth (see -encoders option for a complete list of them) and/or choose a lower sample rate (-ar 22050 would use 22.05 kHz for example).

Here's an example of doing both:

ffmpeg -i song.mp3 -acodec pcm_u8 -ar 22050 song.wav

According to @naught101 comment, I would follow this process to detect the best acodec:

$ ffmpeg -formats | grep PCM 

 DE f32be           PCM 32-bit floating-point big-endian
 DE f32le           PCM 32-bit floating-point little-endian
 DE f64be           PCM 64-bit floating-point big-endian
 DE f64le           PCM 64-bit floating-point little-endian
 DE s16be           PCM signed 16-bit big-endian
 DE s16le           PCM signed 16-bit little-endian
 DE s24be           PCM signed 24-bit big-endian
 DE s24le           PCM signed 24-bit little-endian
 DE s32be           PCM signed 32-bit big-endian
 DE s32le           PCM signed 32-bit little-endian
 DE u16be           PCM unsigned 16-bit big-endian
 DE u16le           PCM unsigned 16-bit little-endian
 DE u24be           PCM unsigned 24-bit big-endian
 DE u24le           PCM unsigned 24-bit little-endian
 DE u32be           PCM unsigned 32-bit big-endian
 DE u32le           PCM unsigned 32-bit little-endian

At this point, consider your platform to choose between big-endian, little-endian, the choose bitrate:

$ ffmpeg -i sample.mp3 
[mp3 @ 0x7fb33180da00] Estimating duration from bitrate, this may be inaccurate
Input #0, mp3, from 'sample.mp3':
  Metadata:
    title           : Saturday
    artist          : Winterwood
    album           : Love In The Heart
    track           : 2/15
    TPA             : 1/1
    encoded_by      : iTunes 11.0.1
    genre           : Country & Folk
    date            : 1997
  Duration: 00:04:27.76, start: 0.000000, bitrate: 128 kb/s
    Stream #0:0: Audio: mp3, 44100 Hz, stereo, s16p, 128 kb/s

We can see that this audio file is a mp3 (this is not obvious, despite of the extension of the input file, just check the bytes) has a bitrate of 128 kb/s, the codec was s16p, sampling at 44100 Hz, so we choose accordingly:

$ ffmpeg -i sample.mp3 -acodec pcm_s16le -ar 44100 sample.wav


Input #0, mp3, from 'sample.mp3':
  Metadata:
    title           : Saturday
    artist          : Winterwood
    album           : Love In The Heart
    track           : 2/15
    TPA             : 1/1
    encoded_by      : iTunes 11.0.1
    genre           : Country & Folk
    date            : 1997
  Duration: 00:04:27.76, start: 0.000000, bitrate: 128 kb/s
    Stream #0:0: Audio: mp3, 44100 Hz, stereo, s16p, 128 kb/s
File 'sample.wav' already exists. Overwrite ? [y/N] y
Output #0, wav, to 'sample.wav':
  Metadata:
    INAM            : Saturday
    IART            : Winterwood
    IPRD            : Love In The Heart
    IPRT            : 2/15
    TPA             : 1/1
    ITCH            : iTunes 11.0.1
    IGNR            : Country & Folk
    ICRD            : 1997
    ISFT            : Lavf56.4.101
    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 44100 Hz, stereo, s16, 1411 kb/s
    Metadata:
      encoder         : Lavc56.1.100 pcm_s16le
Stream mapping:
  Stream #0:0 -> #0:0 (mp3 (native) -> pcm_s16le (native))
Press [q] to stop, [?] for help
size=   46125kB time=00:04:27.75 bitrate=1411.2kbits/s    
video:0kB audio:46125kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.000457%

If you are on mac you can that check the audio if it has no white noise at the beginning / end (when the mp3 original audio has no audio for some msec/sec):

$ afplay sample.wav

and of course you can double check the bitmap:

$ ffmpeg -i sample.wav
Input #0, wav, from 'sample.wav':
  Metadata:
    artist          : Winterwood
    date            : 1997
    genre           : Country & Folk
    title           : Saturday
    album           : Love In The Heart
    track           : 2/15
    encoder         : Lavf56.4.101
    encoded_by      : iTunes 11.0.1
  Duration: 00:04:27.76, bitrate: 1411 kb/s
    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 44100 Hz, 2 channels, s16, 1411 kb/s

Use ffmpeg to convert the media, first check file specification using ffprobe. use this command ffmpeg -i kimberly.wav -acodec pcm_s16le -ar 16000 -ac 1 song.wav

where -pcm_s16le is codec 16 bit conversion -ar is sampling rate (16000samples/sec) -ac no of audio channel