Pith. sign in

REVIEW 2 cited by

PicoAudio: Enabling Precise Timestamp and Frequency Controllability of Audio Events in Text-to-audio Generation

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2407.02869 v2 pith:5CWVUD7I submitted 2024-07-03 cs.SD eess.AS

classification cs.SDeess.AS
keywords generationaudiopicoaudiocontrollabilitytemporaldatafrequencygithub
verification ladder T0 review T1 audit T2 compute T3 formal
0 comments
read the original abstract

Recently, audio generation tasks have attracted considerable research interests. Precise temporal controllability is essential to integrate audio generation with real applications. In this work, we propose a temporal controlled audio generation framework, PicoAudio. PicoAudio integrates temporal information to guide audio generation through tailored model design. It leverages data crawling, segmentation, filtering, and simulation of fine-grained temporally-aligned audio-text data. Both subjective and objective evaluations demonstrate that PicoAudio dramantically surpasses current state-of-the-art generation models in terms of timestamp and occurrence frequency controllability. The generated samples are available on the demo website https://zeyuxie29.github.io/PicoAudio.github.io.

Discussion (0). Sign in to comment.

Forward citations

Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Grounding

    cs.SD 2026-07 conditional novelty 6.0 of 10

    Automatically constructed synthetic exact-GT data plus multi-model pseudo-labels with interval-aware GRPO rewards improve LALM open-vocabulary audio event grounding on AEGBench and DESED.

  2. Recomposer: Event-roll-guided generative audio editing

    cs.SD 2025-09 conditional novelty 6.0 of 10

    An encoder-decoder transformer conditions on text actions and a time-aligned event roll to delete, insert, or enhance individual sound events in dense audio scenes.

Pith tools