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相关论文: SEE-2-SOUND: Zero-Shot Spatial Environment-to-Spat…

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Zero-shot audio captioning aims at automatically generating descriptive textual captions for audio content without prior training for this task. Different from speech recognition which translates audio content that contains spoken language…

音频与语音处理 · 电气工程与系统科学 2023-11-15 Leonard Salewski , Stefan Fauth , A. Sophia Koepke , Zeynep Akata

Large-scale text-to-image diffusion models have significantly improved the state of the art in generative image modelling and allow for an intuitive and powerful user interface to drive the image generation process. Expressing spatial…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Guillaume Couairon , Marlène Careil , Matthieu Cord , Stéphane Lathuilière , Jakob Verbeek

Moving around in the world is naturally a multisensory experience, but today's embodied agents are deaf---restricted to solely their visual perception of the environment. We introduce audio-visual navigation for complex, acoustically and…

Spatial audio is essential for enhancing the immersiveness of audio-visual experiences, yet its production typically demands complex recording systems and specialized expertise. In this work, we address a novel problem of generating…

声音 · 计算机科学 2025-06-17 Jaeyeon Kim , Heeseung Yun , Gunhee Kim

Spatial audio is a crucial component in creating immersive experiences. Traditional simulation-based approaches to generate spatial audio rely on expertise, have limited scalability, and assume independence between semantic and spatial…

声音 · 计算机科学 2025-07-16 Saksham Singh Kushwaha , Jianbo Ma , Mark R. P. Thomas , Yapeng Tian , Avery Bruni

Spatial audio, which focuses on immersive 3D sound rendering, is widely applied in the acoustic industry. One of the key problems of current spatial audio rendering methods is the lack of personalization based on different anatomies of…

计算机视觉与模式识别 · 计算机科学 2023-01-31 Xiaoyang Huang , Yanjun Wang , Yang Liu , Bingbing Ni , Wenjun Zhang , Jinxian Liu , Teng Li

General-purpose audio representations aim to map acoustically variable instances of the same event to nearby points, resolving content identity in a zero-shot setting. Unlike supervised classification benchmarks that measure adaptability…

声音 · 计算机科学 2025-12-12 Maris Basha , Anja Zai , Sabine Stoll , Richard Hahnloser

Spatial audio understanding is essential for accurately perceiving and interpreting acoustic environments. However, existing audio-language models exhibit limitations in processing spatial audio and perceiving spatial acoustic scenes. To…

声音 · 计算机科学 2025-09-19 Jinbo Hu , Yin Cao , Ming Wu , Zhenbo Luo , Jun Yang

Spatial audio has become central to immersive applications such as VR/AR, cinema, and music. Existing generative audio models are largely limited to mono or stereo formats and cannot capture the full 3D localization cues available in…

声音 · 计算机科学 2025-09-22 Christian Templin , Yanda Zhu , Hao Wang

Audio source separation is fundamental for machines to understand complex acoustic environments and underpins numerous audio applications. Current supervised deep learning approaches, while powerful, are limited by the need for extensive,…

We are witnessing a revolution in conditional image synthesis with the recent success of large scale text-to-image generation methods. This success also opens up new opportunities in controlling the generation and editing process using…

计算机视觉与模式识别 · 计算机科学 2024-05-03 Burak Can Biner , Farrin Marouf Sofian , Umur Berkay Karakaş , Duygu Ceylan , Erkut Erdem , Aykut Erdem

This work addresses the lack of multimodal generative models capable of producing high-quality videos with spatially aligned audio. While recent advancements in generative models have been successful in video generation, they often overlook…

声音 · 计算机科学 2026-02-05 Kazuki Shimada , Christian Simon , Takashi Shibuya , Shusuke Takahashi , Yuki Mitsufuji

Joint audio-video generation aims to synthesize synchronized multisensory content, yet current unified models struggle with fine-grained acoustic control, particularly for identity-preserving speech. Existing approaches either suffer from…

声音 · 计算机科学 2026-01-09 Chunyu Qiang , Jun Wang , Xiaopeng Wang , Kang Yin , Yuxin Guo

Zero-shot audio classification aims to recognize and classify a sound class that the model has never seen during training. This paper presents a novel approach for zero-shot audio classification using automatically generated sound attribute…

声音 · 计算机科学 2024-07-22 Xuenan Xu , Pingyue Zhang , Ming Yan , Ji Zhang , Mengyue Wu

The rapid advances in audio analysis underscore its vast potential for humancomputer interaction, environmental monitoring, and public safety; yet, existing audioonly datasets often lack spatial context. To address this gap, we present two…

声音 · 计算机科学 2025-12-10 Shuaihang Yuan , Congcong Wen , Muhammad Shafique , Anthony Tzes , Yi Fang

Recent advances in Video Foundation Models (VFMs) have revolutionized human-centric video synthesis, yet fine-grained and independent editing of subjects and scenes remains a critical challenge. Recent attempts to incorporate richer…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Fengyuan Yang , Luying Huang , Jiazhi Guan , Quanwei Yang , Dongwei Pan , Jianglin Fu , Haocheng Feng , Wei He , Kaisiyuan Wang , Hang Zhou , Angela Yao

Binaural audio provides human listeners with an immersive spatial sound experience, but most existing videos lack binaural audio recordings. We propose an audio spatialization method that draws on visual information in videos to convert…

计算机视觉与模式识别 · 计算机科学 2021-11-23 Rishabh Garg , Ruohan Gao , Kristen Grauman

We present StereoFoley, a video-to-audio generation framework that produces semantically aligned, temporally synchronized, and spatially accurate stereo sound at 48 kHz. While recent generative video-to-audio models achieve strong semantic…

This paper proposes a zero-shot learning approach for audio classification based on the textual information about class labels without any audio samples from target classes. We propose an audio classification system built on the bilinear…

机器学习 · 计算机科学 2019-08-08 Huang Xie , Tuomas Virtanen

Audiovisual segmentation (AVS) aims to identify visual regions corresponding to sound sources, playing a vital role in video understanding, surveillance, and human-computer interaction. Traditional AVS methods depend on large-scale…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Seung-jae Lee , Paul Hongsuck Seo