activity
20202026
most citedLeveraging Visual Supervision for Array-based Active Speaker Detection and Localization

7 citations · 16 across the 15 of their papers we have counts for

collaborators

16 papers

eess.AS2026

ToS: A Team of Specialists ensemble framework for Stereo Sound Event Localization and Detection with distance estimation in Video

Davide Berghi, Philip J. B. Jackson

Sound event localization and detection with distance estimation (3D SELD) in video involves identifying active sound events at each time frame while estimating their spatial coordi…

eess.AS2025

Region-Specific Audio Tagging for Spatial Sound

Jinzheng Zhao, Yong Xu, Haohe Liu +6

Audio tagging aims to label sound events appearing in an audio recording. In this paper, we propose region-specific audio tagging, a new task which labels sound events in a given r…

eess.AS2025

Integrating Spatial and Semantic Embeddings for Stereo Sound Event Localization in Videos

Davide Berghi, Philip J. B. Jackson

In this study, we address the multimodal task of stereo sound event localization and detection with source distance estimation (3D SELD) in regular video content. 3D SELD is a comp…

eess.AS2025

Spatial and Semantic Embedding Integration for Stereo Sound Event Localization and Detection in Regular Videos

Davide Berghi, Philip J. B. Jackson

This report presents our systems submitted to the audio-only and audio-visual tracks of the DCASE2025 Task 3 Challenge: Stereo Sound Event Localization and Detection (SELD) in Regu…

eess.AS2025★ 4 cited

Reverberation-based Features for Sound Event Localization and Detection with Distance Estimation

Davide Berghi, Philip J. B. Jackson

Sound event localization and detection (SELD) involves predicting active sound event classes over time while estimating their positions. The localization subtask in SELD is usually…

eess.AS2024★ 1 cited

Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimation

Davide Berghi, Philip J. B. Jackson

This report describes our systems submitted for the DCASE2024 Task 3 challenge: Audio and Audiovisual Sound Event Localization and Detection with Source Distance Estimation (Track…

eess.AS2024

Text-Queried Target Sound Event Localization

Jinzheng Zhao, Xinyuan Qian, Yong Xu +4

Sound event localization and detection (SELD) aims to determine the appearance of sound classes, together with their Direction of Arrival (DOA). However, current SELD systems can o…

eess.AS2024

Audio-Visual Talker Localization in Video for Spatial Sound Reproduction

Davide Berghi, Philip J. B. Jackson

Object-based audio production requires the positional metadata to be defined for each point-source object, including the key elements in the foreground of the sound scene. In many…

eess.AS2023★ 7 cited

Leveraging Visual Supervision for Array-based Active Speaker Detection and Localization

Davide Berghi, Philip J. B. Jackson

Conventional audio-visual approaches for active speaker detection (ASD) typically rely on visually pre-extracted face tracks and the corresponding single-channel audio to find the…

eess.AS2023

Fusion of Audio and Visual Embeddings for Sound Event Localization and Detection

Davide Berghi, Peipei Wu, Jinzheng Zhao +2

Sound event localization and detection (SELD) combines two subtasks: sound event detection (SED) and direction of arrival (DOA) estimation. SELD is usually tackled as an audio-only…

cs.MM2023★ 1 cited

Audio-Visual Speaker Tracking: Progress, Challenges, and Future Directions

Jinzheng Zhao, Yong Xu, Xinyuan Qian +6

Audio-visual speaker tracking has drawn increasing attention over the past few years due to its academic values and wide applications. Audio and visual modalities can provide compl…

eess.AS2023

Audio Inputs for Active Speaker Detection and Localization via Microphone Array

Davide Berghi, Philip J. B. Jackson

This study considers the problem of detecting and locating an active talker's horizontal position from multichannel audio captured by a microphone array. We refer to this as active…

eess.AS2022★ 3 cited

Tragic Talkers: A Shakespearean Sound- and Light-Field Dataset for Audio-Visual Machine Learning Research

Davide Berghi, Marco Volino, Philip J. B. Jackson

3D audio-visual production aims to deliver immersive and interactive experiences to the consumer. Yet, faithfully reproducing real-world 3D scenes remains a challenging task. This…

eess.AS2022

Visually Supervised Speaker Detection and Localization via Microphone Array

Davide Berghi, Adrian Hilton, Philip J. B. Jackson

Active speaker detection (ASD) is a multi-modal task that aims to identify who, if anyone, is speaking from a set of candidates. Current audio-visual approaches for ASD typically r…

cs.MM2021

Naturalistic audio-visual volumetric sequences dataset of sounding actions for six degree-of-freedom interaction

Hanne Stenzel, Davide Berghi, Marco Volino +1

As audio-visual systems increasingly bring immersive and interactive capabilities into our work and leisure activities, so the need for naturalistic test material grows. New volume…

eess.AS2020

Audio-Visual Spatial Aligment Requirements of Central and Peripheral Object Events

Davide Berghi, Hanne Stenzel, Marco Volino +2

Immersive audio-visual perception relies on the spatial integration of both auditory and visual information which are heterogeneous sensing modalities with different fields of rece…