Base/Original: | Inference was done using the default AudioLDM2 Small checkpoint. |
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Checkpoint 2: | Finetuned LDM and default VAE. |
Checkpoint 3: | Checkpoint 2's LDM & finetuned VAE (VAE checkpoint 1). |
Checkpoint 4: | Checkpoint 2's LDM & finetuned VAE (VAE checkpoint 2). |
Observations: The original & Checkpoint 2 (the models using the default VAE) produce similar music, whereas a variation is observed in Checkpoints 3 and 4 (the models using further tuned VAEs).
Create a trap beat with EDM synths, heavy bass, and sharp snares for a high-energy, electronic sound.
Compose a cheerful tune with ukulele strumming, light percussion, and ocean waves for a beach vibe.
Develop a funky groove with bass guitar, dynamic drums, wah-wah guitar, and rhythmic claps for a danceable track.
Create a modern synth piece with sweeping pads, arpeggiated sequences, and atmospheric effects for a futuristic feel.
Compose a lively Irish reel with fiddle, bodhrán, and tin whistle for a danceable traditional sound.
Craft an intense taiko drum ensemble performance with layered rhythms for a powerful, cultural atmosphere.
Develop a heartfelt violin melody with piano and soft strings for a moving, introspective piece.
Create an ambient soundscape with gentle synths, soft chimes, and echoes for a peaceful, starry night.
Compose a rhythmic samba track with Brazilian drums and percussion for a lively carnival atmosphere.
Develop a smooth jazz piano piece with brush drums and upright bass for a warm, inviting sound.
Create a contemporary hip-hop beat with crisp hi-hats, deep bass, and melodic synths for a polished sound.
Compose a fast-paced bluegrass jam with banjo, fiddle, and acoustic guitar for a high-energy Appalachian vibe.
Develop a modern hip-hop beat with punchy bass, sharp snares, trap hi-hats, and a catchy hook.
Craft a laid-back reggae jam with groovy bass, guitar skanks, soft horns, and light percussion for a chill vibe.
Create a soulful saxophone melody with a smooth jazz rhythm section for a reflective mood.
Compose a whimsical symphony with orchestral instruments, playful melodies, and dynamic shifts to capture life's emotions.
Create a melodic pop song with catchy lyrics, a memorable hook, layered vocals, and electronic beats.
Compose an energizing piece with Indian dhol drums, electronic beats, and traditional instruments for a dynamic sound.
Create a trap beat with EDM synths, heavy bass, and sharp snares for a high-energy, electronic sound.
Compose a cheerful tune with ukulele strumming, light percussion, and ocean waves for a beach vibe.
Develop a funky groove with bass guitar, dynamic drums, wah-wah guitar, and rhythmic claps for a danceable track.
Create a modern synth piece with sweeping pads, arpeggiated sequences, and atmospheric effects for a futuristic feel.
Compose a lively Irish reel with fiddle, bodhrán, and tin whistle for a danceable traditional sound.
Craft an intense taiko drum ensemble performance with layered rhythms for a powerful, cultural atmosphere.
Develop a heartfelt violin melody with piano and soft strings for a moving, introspective piece.
Create an ambient soundscape with gentle synths, soft chimes, and echoes for a peaceful, starry night.
Compose a rhythmic samba track with Brazilian drums and percussion for a lively carnival atmosphere.
Develop a smooth jazz piano piece with brush drums and upright bass for a warm, inviting sound.
Create a contemporary hip-hop beat with crisp hi-hats, deep bass, and melodic synths for a polished sound.
Compose a fast-paced bluegrass jam with banjo, fiddle, and acoustic guitar for a high-energy Appalachian vibe.
Develop a modern hip-hop beat with punchy bass, sharp snares, trap hi-hats, and a catchy hook.
Craft a laid-back reggae jam with groovy bass, guitar skanks, soft horns, and light percussion for a chill vibe.
Create a soulful saxophone melody with a smooth jazz rhythm section for a reflective mood.
Compose a whimsical symphony with orchestral instruments, playful melodies, and dynamic shifts to capture life's emotions.
Create a melodic pop song with catchy lyrics, a memorable hook, layered vocals, and electronic beats.
Compose an energizing piece with Indian dhol drums, electronic beats, and traditional instruments for a dynamic sound.
Create a trap beat with EDM synths, heavy bass, and sharp snares for a high-energy, electronic sound.
Compose a cheerful tune with ukulele strumming, light percussion, and ocean waves for a beach vibe.
Develop a funky groove with bass guitar, dynamic drums, wah-wah guitar, and rhythmic claps for a danceable track.
Create a modern synth piece with sweeping pads, arpeggiated sequences, and atmospheric effects for a futuristic feel.
Compose a lively Irish reel with fiddle, bodhrán, and tin whistle for a danceable traditional sound.
Craft an intense taiko drum ensemble performance with layered rhythms for a powerful, cultural atmosphere.
Develop a heartfelt violin melody with piano and soft strings for a moving, introspective piece.
Create an ambient soundscape with gentle synths, soft chimes, and echoes for a peaceful, starry night.
Compose a rhythmic samba track with Brazilian drums and percussion for a lively carnival atmosphere.
Develop a smooth jazz piano piece with brush drums and upright bass for a warm, inviting sound.
Create a contemporary hip-hop beat with crisp hi-hats, deep bass, and melodic synths for a polished sound.
Compose a fast-paced bluegrass jam with banjo, fiddle, and acoustic guitar for a high-energy Appalachian vibe.
Develop a modern hip-hop beat with punchy bass, sharp snares, trap hi-hats, and a catchy hook.
Craft a laid-back reggae jam with groovy bass, guitar skanks, soft horns, and light percussion for a chill vibe.
Create a soulful saxophone melody with a smooth jazz rhythm section for a reflective mood.
Compose a whimsical symphony with orchestral instruments, playful melodies, and dynamic shifts to capture life's emotions.
Create a melodic pop song with catchy lyrics, a memorable hook, layered vocals, and electronic beats.
Compose an energizing piece with Indian dhol drums, electronic beats, and traditional instruments for a dynamic sound.
Create a trap beat with EDM synths, heavy bass, and sharp snares for a high-energy, electronic sound.
Compose a cheerful tune with ukulele strumming, light percussion, and ocean waves for a beach vibe.
Develop a funky groove with bass guitar, dynamic drums, wah-wah guitar, and rhythmic claps for a danceable track.
Create a modern synth piece with sweeping pads, arpeggiated sequences, and atmospheric effects for a futuristic feel.
Compose a lively Irish reel with fiddle, bodhrán, and tin whistle for a danceable traditional sound.
Craft an intense taiko drum ensemble performance with layered rhythms for a powerful, cultural atmosphere.
Develop a heartfelt violin melody with piano and soft strings for a moving, introspective piece.
Create an ambient soundscape with gentle synths, soft chimes, and echoes for a peaceful, starry night.
Compose a rhythmic samba track with Brazilian drums and percussion for a lively carnival atmosphere.
Develop a smooth jazz piano piece with brush drums and upright bass for a warm, inviting sound.
Create a contemporary hip-hop beat with crisp hi-hats, deep bass, and melodic synths for a polished sound.
Compose a fast-paced bluegrass jam with banjo, fiddle, and acoustic guitar for a high-energy Appalachian vibe.
Develop a modern hip-hop beat with punchy bass, sharp snares, trap hi-hats, and a catchy hook.
Craft a laid-back reggae jam with groovy bass, guitar skanks, soft horns, and light percussion for a chill vibe.
Create a soulful saxophone melody with a smooth jazz rhythm section for a reflective mood.
Compose a whimsical symphony with orchestral instruments, playful melodies, and dynamic shifts to capture life's emotions.
Create a melodic pop song with catchy lyrics, a memorable hook, layered vocals, and electronic beats.
Compose an energizing piece with Indian dhol drums, electronic beats, and traditional instruments for a dynamic sound.