Audio

464 benchmarks 208 tasks 820 datasets 18,862 papers with code archive 2025-07-28

Syntology code harvested from 4,287 of the papers with code counted above at least one sample ran for 3,292 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which tags 488 tables with Audio; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

33 tasks in Audio have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Speech Recognition (11)
Classification (24)
Few-Shot Learning (12)
Audio Classification (4)
Speech Enhancement (4)
2D Semantic Segmentation (17)
Emotion Recognition (12)
DeepFake Detection (5)
Language Identification (2)
Text-To-Speech Synthesis (2)
Speech Synthesis (15)
Text to Audio Retrieval (1)
Accented Speech Recognition (1)
Audio Generation (4)
Environmental Sound Classification (1)
10-shot image generation (21)
Target Sound Extraction (1)
Online Beat Tracking (1)
Audio captioning (2)
Audio Source Separation (3)
Music Generation (3)
3D Human Pose Tracking (1)
1 Image, 2*2 Stitchi (12)
Directional Hearing (1)
Audio Signal Processing (3)
Instance Search (1)
3D Human Dynamics (1)
Audio Effects Modeling (2)
Audio Signal Recognition (1)
2D Classification (27)
Bird Classification (2)
Hearing Aid and device processing (2)
Signal Processing (1)

Speech Recognition

65 benchmarks · 1,373 papers with code

Automatic Speech Recognition (ASR)

9 benchmarks · 622 papers with code

Automatic Lyrics Transcription

5 benchmarks · 9 papers with code

Accented Speech Recognition

4 benchmarks · 6 papers with code

Visual Speech Recognition

2 benchmarks · 62 papers with code

Distant Speech Recognition

2 benchmarks · 10 papers with code

5 shown of 11 sub-tasks (2 filed under another area). All sub-tasks of Speech Recognition →

Classification

58 benchmarks · 3,778 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Text Classification

68 benchmarks · 1,308 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Medical Image Classification

11 benchmarks · 183 papers with code

Multi-class Classification

5 benchmarks · 289 papers with code

5 shown of 24 sub-tasks (5 filed under another area). All sub-tasks of Classification →

Few-Shot Learning

27 benchmarks · 1,297 papers with code

Few-Shot Semantic Segmentation

13 benchmarks · 102 papers with code

Few-Shot Audio Classification

10 benchmarks · 5 papers with code

Cross-Domain Few-Shot

9 benchmarks · 80 papers with code

Few-Shot Relation Classification

4 benchmarks · 10 papers with code

One-Shot Learning

1 benchmark · 107 papers with code

5 shown of 12 sub-tasks (3 filed under another area). All sub-tasks of Few-Shot Learning →

Audio Classification

22 benchmarks · 183 papers with code

Environmental Sound Classification

3 benchmarks · 27 papers with code

Audio Multiple Target Classification

0 benchmarks · 1 paper with code

Parkinson Detection from Speech

0 benchmarks · 1 paper with code

Semi-supervised Audio Classification

0 benchmarks · 1 paper with code

4 shown of 4 sub-tasks.

Speech Enhancement

17 benchmarks · 280 papers with code

Bandwidth Extension

6 benchmarks · 18 papers with code

Speech Dereverberation

5 benchmarks · 20 papers with code

Packet Loss Concealment

0 benchmarks · 4 papers with code

Speech Intelligibility Evaluation

0 benchmarks · 0 papers with code

4 shown of 4 sub-tasks.

2D Semantic Segmentation

11 benchmarks · 49 papers with code

Image Segmentation

13 benchmarks · 2,073 papers with code

Human Part Segmentation

6 benchmarks · 15 papers with code

Reflection Removal

5 benchmarks · 38 papers with code

Continual Semantic Segmentation

3 benchmarks · 17 papers with code

Text Style Transfer

2 benchmarks · 93 papers with code

5 shown of 17 sub-tasks (6 filed under another area). All sub-tasks of 2D Semantic Segmentation →

Emotion Recognition

9 benchmarks · 614 papers with code

Speech Emotion Recognition

16 benchmarks · 139 papers with code

Emotion Recognition in Conversation

16 benchmarks · 83 papers with code

Multimodal Emotion Recognition

7 benchmarks · 80 papers with code

Emotion Recognition in Context

4 benchmarks · 5 papers with code

EEG Emotion Recognition

3 benchmarks · 14 papers with code

5 shown of 12 sub-tasks (2 filed under another area). All sub-tasks of Emotion Recognition →

DeepFake Detection

8 benchmarks · 237 papers with code

Audio Deepfake Detection

2 benchmarks · 35 papers with code

Multimodal Forgery Detection

1 benchmark · 1 paper with code

Synthetic Speech Detection

0 benchmarks · 12 papers with code

diffusion-generated faces detection

0 benchmarks · 1 paper with code

Human Detection of Deepfakes

0 benchmarks · 1 paper with code

5 shown of 5 sub-tasks.

Language Identification

6 benchmarks · 143 papers with code

Native Language Identification

1 benchmark · 5 papers with code

Dialect Identification

0 benchmarks · 33 papers with code

2 shown of 2 sub-tasks.

Text-To-Speech Synthesis

6 benchmarks · 104 papers with code

Prosody Prediction

1 benchmark · 4 papers with code

Zero-Shot Multi-Speaker TTS

0 benchmarks · 3 papers with code

2 shown of 2 sub-tasks.

Speech Synthesis

5 benchmarks · 366 papers with code

Speech Synthesis - Gujarati

2 benchmarks · 2 papers with code

Speech Synthesis - Assamese

1 benchmark · 1 paper with code

Speech Synthesis - Bengali

1 benchmark · 1 paper with code

Speech Synthesis - Bodo

1 benchmark · 1 paper with code

Speech Synthesis - Hindi

1 benchmark · 1 paper with code

5 shown of 15 sub-tasks. All sub-tasks of Speech Synthesis →

Text to Audio Retrieval

4 benchmarks · 13 papers with code

audio moment retrieval

0 benchmarks · 2 papers with code

1 shown of 1 sub-task.

Accented Speech Recognition

4 benchmarks · 6 papers with code

Speech Synthesis

5 benchmarks · 366 papers with code

1 shown of 1 sub-task.

Audio Generation

3 benchmarks · 124 papers with code

Audio Super-Resolution

4 benchmarks · 16 papers with code

Video-to-Sound Generation

1 benchmark · 6 papers with code

Voice Cloning

0 benchmarks · 36 papers with code

Room Impulse Response (RIR)

0 benchmarks · 18 papers with code

4 shown of 4 sub-tasks.

Environmental Sound Classification

3 benchmarks · 27 papers with code

Self-Supervised Sound Classification

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

10-shot image generation

3 benchmarks · 21 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Deblurring

17 benchmarks · 424 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

5 shown of 21 sub-tasks (14 filed under another area). All sub-tasks of 10-shot image generation →

Target Sound Extraction

3 benchmarks · 8 papers with code

Streaming Target Sound Extraction

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Online Beat Tracking

3 benchmarks · 4 papers with code

Inference Optimization

0 benchmarks · 21 papers with code

1 shown of 1 sub-task.

Audio captioning

2 benchmarks · 62 papers with code

Zero-shot Audio Captioning

2 benchmarks · 4 papers with code

Retrieval-augmented Few-shot In-context Audio Captioning

1 benchmark · 5 papers with code

2 shown of 2 sub-tasks.

Audio Source Separation

2 benchmarks · 54 papers with code

Target Sound Extraction

3 benchmarks · 8 papers with code

Directional Hearing

1 benchmark · 1 paper with code

Single-Label Target Sound Extraction

0 benchmarks · 0 papers with code

3 shown of 3 sub-tasks.

Music Generation

1 benchmark · 190 papers with code

Music Performance Rendering

0 benchmarks · 5 papers with code

Multimodal Music Generation

0 benchmarks · 3 papers with code

Music Texture Transfer

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks (1 filed under another area).

3D Human Pose Tracking

1 benchmark · 4 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

1 shown of 1 sub-task (1 filed under another area).

1 Image, 2*2 Stitchi

1 benchmark · 3 papers with code

Pose Estimation

31 benchmarks · 1,679 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

Virtual Try-on

9 benchmarks · 114 papers with code

Style Transfer

3 benchmarks · 759 papers with code

5 shown of 12 sub-tasks (8 filed under another area). All sub-tasks of 1 Image, 2*2 Stitchi →

Directional Hearing

1 benchmark · 1 paper with code

Real-time Directional Hearing

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Audio Signal Processing

0 benchmarks · 26 papers with code

blind source separation

0 benchmarks · 52 papers with code

Audio Compression

0 benchmarks · 17 papers with code

Audio Effects Modeling

0 benchmarks · 3 papers with code

3 shown of 3 sub-tasks.

Instance Search

0 benchmarks · 9 papers with code

Audio Fingerprint

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

3D Human Dynamics

0 benchmarks · 5 papers with code

Portrait Animation

0 benchmarks · 13 papers with code

1 shown of 1 sub-task (1 filed under another area).

Audio Effects Modeling

0 benchmarks · 3 papers with code

Pitch control

0 benchmarks · 5 papers with code

Timbre Interpolation

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Audio Signal Recognition

0 benchmarks · 2 papers with code

Gunshot Detection

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (8 filed under another area). All sub-tasks of 2D Classification →

Bird Classification

0 benchmarks · 0 papers with code

Bird Audio Detection

0 benchmarks · 3 papers with code

Bird Species Classification With Audio-Visual Data

0 benchmarks · 0 papers with code

2 shown of 2 sub-tasks.

Hearing Aid and device processing

0 benchmarks · 0 papers with code

Cadenza 1 - Task 1 - Headphone

1 benchmark · 1 paper with code

Cadenza 1 - Task 2 - In Car

1 benchmark · 1 paper with code

2 shown of 2 sub-tasks.

Signal Processing

0 benchmarks · 0 papers with code

Physiological Computing

0 benchmarks · 6 papers with code

1 shown of 1 sub-task (1 filed under another area).

Tasks with no parent task

36 tasks in Audio sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.