Who leads the DESED benchmark?

ATST-SED currently leads DESED with a score of 58.10 on event-f1.

What is the state-of-the-art score on DESED?

The state-of-the-art result on DESED is 58.10 (event-f1), achieved by ATST-SED as of 2026.

How many models are tracked on DESED?

Codesota tracks 3 models on DESED.

When was the DESED leaderboard last updated?

The DESED leaderboard on Codesota includes results through 2026.

Codesota · Audio · Sound Event Detection · DESEDTasks/Audio/Sound Event Detection

Sound Event Detection · benchmark dataset · 2020 · EN

Domestic Environment Sound Event Detection (DCASE Task 4).

Name: Domestic Environment Sound Event Detection (DCASE Task 4) Benchmark Results
Creator: Codesota
Published: 2026-01-01
License: https://creativecommons.org/licenses/by/4.0/

Sound event detection dataset covering 10 domestic sound classes. Used as the benchmark for DCASE Challenge Task 4. Primary metric is event-based macro-F1 on the public eval / validation set.

Paper ↗Submit a result ↵

§ 01 · Leaderboard

Best published scores.

3 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary: event-f1 · higher is better

event-f1· primary

3 rows

#	Model	Org	Submitted	Paper / code	event-f1
01	ATST-SEDOSS	Audio Research	Apr 2026	editorial	58.10
02	FDY-CRNNOSS	KAIST	Apr 2026	editorial	45.10
03	Prototypical CRNN (DCASE2021 baseline)OSS	DCASE	Apr 2026	editorial	40.10

Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.

§ 03 · Progress

1 steps
of state of the art.

Each row below marks a model that broke the previous record on event-f1. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · event-f1

Apr 5, 2026ATST-SEDAudio Research58.10

Fig 3 · SOTA-setting models only. 1 entries span Apr 2026 → Apr 2026.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide

What a submission needs

01A public checkpoint or API endpoint
02A reproduction script with frozen commit + seed
03Declared evaluation environment (Python, deps)
04One row per metric declared by this dataset
05A contact so we can follow up on discrepancies

Domestic Environment Sound Event Detection (DCASE Task 4).

Best published scores.

1 stepsof state of the art.

Have a score that beatsthis table?

1 steps
of state of the art.

Have a score that beats
this table?