Video-Guided Foley Sound Generation with Multimodal Controls
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Abstract (arXiv)
Generating sound effects for videos often requires creating artistic sound effects that diverge significantly from real-life sources and flexible control in the sound design. To address this problem, we introduce MultiFoley, a model designed for video-guided sound generation that supports multimodal conditioning through text, audio, and video. Given a silent video and a text prompt, MultiFoley allows users to create clean sounds (e.g., skateboard wheels spinning without wind noise) or more whimsical sounds (e.g., making a lion's roar sound like a cat's meow). MultiFoley also allows users to choose reference audio from sound effects (SFX) libraries or partial videos for conditioning. A key novelty of our model lies in its joint training on both internet video datasets with low-quality audio and professional SFX recordings, enabling high-quality, full-bandwidth (48kHz) audio generation. Through automated evaluations and human studies, we demonstrate that MultiFoley successfully generates synchronized high-quality sounds across varied conditional inputs and outperforms existing methods. Please see our project page for video results: https://ificl.github.io/MultiFoley/
Key facts. Cited by 49 papers in the map (data through 7 Oct 2026). Builds on 86 of its 99 references that are in the map. First posted on arXiv 26 Nov 2024.
Builds on
86 of 99 references.
References · 86
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- 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,903
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- 2017Objects that Soundcited by 254
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- 2023PoseDiffusion: Solving Pose Estimation via Diffusion-aided Bundle Adjustmentcited by 146
- 2021Taming Visually Guided Sound Generationcited by 136
- 2023Diff-Foley: Synchronized Video-to-Audio Synthesis with Latent Diffusion Modelscited by 133
- 2024Cameras as Rays: Pose Estimation via Ray Diffusioncited by 129
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- 2024FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Soundscited by 109
- 2020Labelling unlabelled videos from scratch with multi-modal self-supervisioncited by 99
- 2024Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimizationcited by 97
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50 most cited of 86 All 86 (JSON)
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Citing papers per year: 2024: 3; 2025: 26; 2026: 20.
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- 2024MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesiscited by 134
- 2025ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editingcited by 33
- 2025AudioX: A Unified Framework for Anything-to-Audio Generationcited by 25
- 2025KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generationcited by 24
- 2024AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generationcited by 21
- 2024VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generationcited by 16
- 2025Zero-Shot Audio-Visual Editing via Cross-Modal Delta Denoisingcited by 13
- 2025Guiding Audio Editing with Audio Language Modelcited by 11
- 2025VGGSounder: Audio-Visual Evaluations for Foundation Modelscited by 8
- 2026Omni2Sound: Towards Unified Video-Text-to-Audio Generationcited by 8
- 2025FoleyBench: A Benchmark For Video-to-Audio Modelscited by 6
- 2025EchoFoley: Event-Centric Hierarchical Control for Video Grounded Creative Sound Generationcited by 5
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- 2026Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matchingcited by 4
- 2025Sounding that Object: Interactive Object-Aware Image to Audio Generationcited by 3
- 2025VSSFlow: Unifying Video-conditioned Sound and Speech Generation via Joint Learningcited by 3
- 2025Foley Control: Aligning a Frozen Latent Text-to-Audio Model to Videocited by 3
- 2025Hear What Matters! Text-conditioned Selective Video-to-Audio Generationcited by 3
- 2025ViSAudio: End-to-End Video-Driven Binaural Spatial Audio Generationcited by 3
- 2026SonoWorld: From One Image to a 3D Audio-Visual Scenecited by 3
- 2025Step-by-Step Video-to-Audio Synthesis via Negative Audio Guidancecited by 2
- 2025Video Object Segmentation-Aware Audio Generationcited by 2
- 2026V2M-Zero: Zero-Pair Time-Aligned Video-to-Music Generationcited by 2
- 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfercited by 2
- 2026FoleyDirector: Fine-Grained Temporal Steering for Video-to-Audio Generation via Structured Scriptscited by 2
- 2025Sonify Anything: Towards Context-Aware Sonic Interactions in ARcited by 1
- 2025Detecting and Mitigating Insertion Hallucination in Video-to-Audio Generationcited by 1
- 2025Audio Palette: A Diffusion Transformer with Multi-Signal Conditioning for Controllable Foley Synthesiscited by 1
- 2025VibraVerse: A Large-Scale Geometry-Acoustics Alignment Dataset for Physically-Consistent Multimodal Learningcited by 1
- 2026OmniSonic: Towards Universal and Holistic Audio Generation from Video and Textcited by 1
- 2026FoleyDesigner: Immersive Stereo Foley Generation with Precise Spatio-Temporal Alignment for Film Clipscited by 1
- 2026VidAudio-Bench: Benchmarking V2A and VT2A Generation across Four Audio Categoriescited by 1
- 2026Benchmarking Single-Factor Physical Video-to-Audio Generationcited by 1
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generationcited by 1
- 2025Enhance Generation Quality of Flow Matching V2A Model via Multi-Step CoT-Like Guidance and Combined Preference Optimizationcited by 0
- 2025Towards Video to Piano Music Generation with Chain-of-Perform Support Benchmarkscited by 0
- 2025LD-LAudio-V1: Video-to-Long-Form-Audio Generation Extension with Dual Lightweight Adapterscited by 0
- 2025SALSA-V: Shortcut-Augmented Long-form Synchronized Audio from Videoscited by 0
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- 2026Single-step Controllable Music Bandwidth Extension With Flow Matchingcited by 0
- 2026PF-D2M: A Pose-free Diffusion Model for Universal Dance-to-Music Generationcited by 0
- 2026MMAudioReverbs: Video-Guided Acoustic Modeling for Dereverberation and Room Impulse Response Estimationcited by 0
- 2026CounterFlow: A Two-Phase Inference-Time Sampling for Counterfactual Video Foley Generationcited by 0
- 2026FoleyGenEx: Unified Video-to-Audio Generation with Multi-Modal Control, Temporal Alignment, and Semantic Precisioncited by 0
- 2026A Production-Oriented Framework for Evaluation of SFX Generationcited by 0
- 2026TimeSteer: Inference-Time Speech Scheduling in Joint Audio-Visual Diffusion Modelscited by 0
- 2026Joint and Cross-Modal Video-Audio Generation and Editing: A Unified Formulation and Design Taxonomycited by 0
- 2026Audible World Models: Spatially Aware Sound Generation for 3D Worldscited by 0
- 2026Audible World Models: Spatially Aware Sound Generation for 3D Worlds29 Sep 2026
- 2026Joint and Cross-Modal Video-Audio Generation and Editing: A Unified Formulation and Design Taxonomy28 Sep 2026
- 2026TimeSteer: Inference-Time Speech Scheduling in Joint Audio-Visual Diffusion Models1 Sep 2026
- 2026A Production-Oriented Framework for Evaluation of SFX Generation10 Jul 2026
- 2026Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matching26 Jun 2026
- 2026FoleyGenEx: Unified Video-to-Audio Generation with Multi-Modal Control, Temporal Alignment, and Semantic Precision12 Jun 2026
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation10 Jun 2026
- 2026Benchmarking Single-Factor Physical Video-to-Audio Generation28 May 2026
- 2026CounterFlow: A Two-Phase Inference-Time Sampling for Counterfactual Video Foley Generation18 May 2026
- 2026MMAudioReverbs: Video-Guided Acoustic Modeling for Dereverberation and Room Impulse Response Estimation1 May 2026
- 2026VidAudio-Bench: Benchmarking V2A and VT2A Generation across Four Audio Categories12 Apr 2026
- 2026FoleyDesigner: Immersive Stereo Foley Generation with Precise Spatio-Temporal Alignment for Film Clips7 Apr 2026
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- 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer16 Mar 2026
- 2026V2M-Zero: Zero-Pair Time-Aligned Video-to-Music Generation11 Mar 2026
- 2026PF-D2M: A Pose-free Diffusion Model for Universal Dance-to-Music Generation22 Jan 2026
- 2026Single-step Controllable Music Bandwidth Extension With Flow Matching20 Jan 2026
- 2026Omni2Sound: Towards Unified Video-Text-to-Audio Generation6 Jan 2026
- 2025EchoFoley: Event-Centric Hierarchical Control for Video Grounded Creative Sound Generation31 Dec 2025
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- 2025Hear What Matters! Text-conditioned Selective Video-to-Audio Generation2 Dec 2025
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- 2025SALSA-V: Shortcut-Augmented Long-form Synchronized Audio from Videos3 Oct 2025
- 2025SoundReactor: Frame-level Online Video-to-Audio Generation2 Oct 2025
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- 2025VGGSounder: Audio-Visual Evaluations for Foundation Models11 Aug 2025
- 2025Sonify Anything: Towards Context-Aware Sonic Interactions in AR3 Aug 2025
- 2025ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing26 Jun 2025
- 2025Step-by-Step Video-to-Audio Synthesis via Negative Audio Guidance26 Jun 2025
- 2025Sounding that Object: Interactive Object-Aware Image to Audio Generation4 Jun 2025
- 2025Towards Video to Piano Music Generation with Chain-of-Perform Support Benchmarks26 May 2025
- 2025DeepSound-V1: Start to Think Step-by-Step in the Audio Generation from Videos28 Mar 2025
- 2025Enhance Generation Quality of Flow Matching V2A Model via Multi-Step CoT-Like Guidance and Combined Preference Optimization28 Mar 2025
- 2025Zero-Shot Audio-Visual Editing via Cross-Modal Delta Denoising26 Mar 2025
- 2025AudioX: A Unified Framework for Anything-to-Audio Generation13 Mar 2025
- 2025KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation21 Feb 2025
- 2024MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis19 Dec 2024
- 2024AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generation19 Dec 2024
- 2024VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generation14 Dec 2024
- 2024AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generationcited by 21
- 2025Guiding Audio Editing with Audio Language Modelcited by 11
- 2026Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matchingcited by 4
- 2025VSSFlow: Unifying Video-conditioned Sound and Speech Generation via Joint Learningcited by 3
- 2025Audio Palette: A Diffusion Transformer with Multi-Signal Conditioning for Controllable Foley Synthesiscited by 1
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generationcited by 1
- 2025Enhance Generation Quality of Flow Matching V2A Model via Multi-Step CoT-Like Guidance and Combined Preference Optimizationcited by 0
- 2025ReflexFlow: Rethinking Learning Objective for Exposure Bias Alleviation in Flow Matchingcited by 0
- 2026Single-step Controllable Music Bandwidth Extension With Flow Matchingcited by 0
- 2026PF-D2M: A Pose-free Diffusion Model for Universal Dance-to-Music Generationcited by 0
- 2026TimeSteer: Inference-Time Speech Scheduling in Joint Audio-Visual Diffusion Modelscited by 0
- 2026TimeSteer: Inference-Time Speech Scheduling in Joint Audio-Visual Diffusion Models1 Sep 2026
- 2026Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matching26 Jun 2026
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation10 Jun 2026
- 2026PF-D2M: A Pose-free Diffusion Model for Universal Dance-to-Music Generation22 Jan 2026
- 2026Single-step Controllable Music Bandwidth Extension With Flow Matching20 Jan 2026
- 2025ReflexFlow: Rethinking Learning Objective for Exposure Bias Alleviation in Flow Matching4 Dec 2025
- 2025Audio Palette: A Diffusion Transformer with Multi-Signal Conditioning for Controllable Foley Synthesis14 Oct 2025
- 2025VSSFlow: Unifying Video-conditioned Sound and Speech Generation via Joint Learning29 Sep 2025
- 2025Guiding Audio Editing with Audio Language Model25 Sep 2025
- 2025Enhance Generation Quality of Flow Matching V2A Model via Multi-Step CoT-Like Guidance and Combined Preference Optimization28 Mar 2025
- 2024AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generation19 Dec 2024
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- 2025AudioX: A Unified Framework for Anything-to-Audio Generationcited by 25
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- 2025Zero-Shot Audio-Visual Editing via Cross-Modal Delta Denoisingcited by 13
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- 2025FoleyBench: A Benchmark For Video-to-Audio Modelscited by 6
- 2025EchoFoley: Event-Centric Hierarchical Control for Video Grounded Creative Sound Generationcited by 5
- 2025SoundReactor: Frame-level Online Video-to-Audio Generationcited by 4
- 2025Sounding that Object: Interactive Object-Aware Image to Audio Generationcited by 3
- 2025Foley Control: Aligning a Frozen Latent Text-to-Audio Model to Videocited by 3
12 most cited of 34 All 34 (JSON)
- 2026Joint and Cross-Modal Video-Audio Generation and Editing: A Unified Formulation and Design Taxonomy28 Sep 2026
- 2026A Production-Oriented Framework for Evaluation of SFX Generation10 Jul 2026
- 2026FoleyGenEx: Unified Video-to-Audio Generation with Multi-Modal Control, Temporal Alignment, and Semantic Precision12 Jun 2026
- 2026Benchmarking Single-Factor Physical Video-to-Audio Generation28 May 2026
- 2026CounterFlow: A Two-Phase Inference-Time Sampling for Counterfactual Video Foley Generation18 May 2026
- 2026MMAudioReverbs: Video-Guided Acoustic Modeling for Dereverberation and Room Impulse Response Estimation1 May 2026
- 2026VidAudio-Bench: Benchmarking V2A and VT2A Generation across Four Audio Categories12 Apr 2026
- 2026FoleyDesigner: Immersive Stereo Foley Generation with Precise Spatio-Temporal Alignment for Film Clips7 Apr 2026
- 2026SonoWorld: From One Image to a 3D Audio-Visual Scene30 Mar 2026
- 2026FoleyDirector: Fine-Grained Temporal Steering for Video-to-Audio Generation via Structured Scripts20 Mar 2026
- 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer16 Mar 2026
- 2026V2M-Zero: Zero-Pair Time-Aligned Video-to-Music Generation11 Mar 2026
12 newest of 34 All 34 (JSON)