FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Sounds
Not on the map. Why?
Abstract (arXiv)
We study Neural Foley, the automatic generation of high-quality sound effects synchronizing with videos, enabling an immersive audio-visual experience. Despite its wide range of applications, existing approaches encounter limitations when it comes to simultaneously synthesizing high-quality and video-aligned (i.e.,, semantic relevant and temporal synchronized) sounds. To overcome these limitations, we propose FoleyCrafter, a novel framework that leverages a pre-trained text-to-audio model to ensure high-quality audio generation. FoleyCrafter comprises two key components: the semantic adapter for semantic alignment and the temporal controller for precise audio-video synchronization. The semantic adapter utilizes parallel cross-attention layers to condition audio generation on video features, producing realistic sound effects that are semantically relevant to the visual content. Meanwhile, the temporal controller incorporates an onset detector and a timestampbased adapter to achieve precise audio-video alignment. One notable advantage of FoleyCrafter is its compatibility with text prompts, enabling the use of text descriptions to achieve controllable and diverse video-to-audio generation according to user intents. We conduct extensive quantitative and qualitative experiments on standard benchmarks to verify the effectiveness of FoleyCrafter. Models and codes are available at https://github.com/open-mmlab/FoleyCrafter.
Key facts. Cited by 109 papers in the map (data through 7 Oct 2026). Builds on 37 of its 55 references that are in the map. First posted on arXiv 1 Jul 2024.
Builds on
37 of 55 references.
References · 37
- 2017Attention Is All You Needcited by 59,932
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
- 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
- 2023GPT-4 Technical Reportcited by 18,132
- 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
- 2022Scaling Instruction-Finetuned Language Modelscited by 2,997
- 2023IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Modelscited by 1,439
- 2022Reproducible scaling laws for contrastive language-image learningcited by 1,163
- 2023ImageBind: One Embedding Space To Bind Them Allcited by 1,162
- 2020VGGSound: A Large-scale Audio-Visual Datasetcited by 641
- 2023MiniGPT-v2: large language model as a unified interface for vision-language multi-task learningcited by 617
- 2023AudioLDM: Text-to-Audio Generation with Latent Diffusion Modelscited by 592
25 more
- 2023AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretrainingcited by 343
- 2023Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Modelscited by 323
- 2021Wav2CLIP: Learning Robust Audio Representations From CLIPcited by 210
- 2023Any-to-Any Generation via Composable Diffusioncited by 203
- 2023Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Modelcited by 145
- 2021Taming Visually Guided Sound Generationcited by 136
- 2023Diff-Foley: Synchronized Video-to-Audio Synthesis with Latent Diffusion Modelscited by 133
- 2015Visually Indicated Soundscited by 128
- 2024Seeing and Hearing: Open-domain Visual-Audio Generation with Diffusion Latent Alignerscited by 111
- 2017Visual to Sound: Generating Natural Sound for Videos in the Wildcited by 98
- 2022I Hear Your True Colors: Image Guided Audio Generationcited by 92
- 2021The Benefit Of Temporally-Strong Labels In Audio Event Classificationcited by 83
- 2023Diverse and Aligned Audio-to-Video Generation via Text-to-Video Model Adaptationcited by 68
- 2020Generating Visually Aligned Sound from Videoscited by 67
- 2023V2A-Mapper: A Lightweight Solution for Vision-to-Audio Generation by Connecting Foundation Modelscited by 65
- 2024Auffusion: Leveraging the Power of Diffusion and Large Language Models for Text-to-Audio Generationcited by 54
- 2023Conditional Generation of Audio from Video via Foley Analogiescited by 52
- 2021Audio-Visual Synchronisation in the wildcited by 39
- 2024Audio-Synchronized Visual Animationcited by 32
- 2024Text-to-Audio Generation Synchronized with Videoscited by 28
- 2022Sparse in Space and Time: Audio-visual Synchronisation with Trainable Selectorscited by 25
- 2023SyncFusion: Multimodal Onset-synchronized Video-to-Audio Foley Synthesiscited by 24
- 2023CLIPSonic: Text-to-Audio Synthesis with Unlabeled Videos and Pretrained Language-Vision Modelscited by 20
- 2023Audio Generation with Multiple Conditional Diffusion Modelcited by 18
- 2024T-FOLEY: A Controllable Waveform-Domain Diffusion Model for Temporal-Event-Guided Foley Sound Synthesiscited by 17
Built on by
Citing papers per year: 2024: 16; 2025: 54; 2026: 39.
109 papers.
Sort:
By area:
- 2026LTX-2: Efficient Joint Audio-Visual Foundation Modelcited by 213
- 2024MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesiscited by 134
- 2025JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior Synchronizationcited by 84
- 2024Temporally Aligned Audio for Video with Autoregressioncited by 51
- 2024Video-Guided Foley Sound Generation with Multimodal Controlscited by 49
- 2025HunyuanVideo-Foley: Multimodal Diffusion with Representation Alignment for High-Fidelity Foley Audio Generationcited by 42
- 2026MOVA: Towards Scalable and Synchronized Video-Audio Generationcited by 39
- 2025Kling-Foley: Multimodal Diffusion Transformer for High-Quality Video-to-Audio Generationcited by 38
- 2025UniAVGen: Unified Audio and Video Generation with Asymmetric Cross-Modal Interactionscited by 35
- 2025ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editingcited by 33
- 2024Video-to-Audio Generation with Hidden Alignmentcited by 26
- 2025AudioX: A Unified Framework for Anything-to-Audio Generationcited by 25
38 more
- 2026JavisDiT++: Unified Modeling and Optimization for Joint Audio-Video Generationcited by 22
- 2024AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generationcited by 21
- 2025UniForm: A Unified Multi-Task Diffusion Transformer for Audio-Video Generationcited by 21
- 2025OmniAudio: Generating Spatial Audio from 360-Degree Videocited by 17
- 2024VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generationcited by 16
- 2024MuVi: Video-to-Music Generation with Semantic Alignment and Rhythmic Synchronizationcited by 14
- 2024LoVA: Long-form Video-to-Audio Generationcited by 13
- 2026Hallo-Live: Real-Time Streaming Joint Audio-Video Avatar Generation with Asynchronous Dual-Stream and Human-Centric Preference Distillationcited by 13
- 2025JavisGPT: A Unified Multi-modal LLM for Sounding-Video Comprehension and Generationcited by 12
- 2026OmniForcing: Unleashing Real-time Joint Audio-Visual Generationcited by 12
- 2025AudioGen-Omni: A Unified Multimodal Diffusion Transformer for Video-Synchronized Audio, Speech, and Song Generationcited by 11
- 2025Synchronized Video-to-Audio Generation via Mel Quantization-Continuum Decompositioncited by 10
- 2025TARO: Timestep-Adaptive Representation Alignment with Onset-Aware Conditioning for Synchronized Video-to-Audio Synthesiscited by 10
- 2025PhyAVBench: A Challenging Audio Physics-Sensitivity Benchmark for Physically Grounded Text-to-Audio-Video Generationcited by 10
- 2026EchoWM: Open and Enterable Omnimodal World Modelscited by 10
- 2024MDSGen: Fast and Efficient Masked Diffusion Temporal-Aware Transformers for Open-Domain Sound Generationcited by 9
- 2026LongAV-Compass: Towards Unified Evaluation of Minute-Scale Audio-Visual Generation Across T2AV, I2AV, and V2AVcited by 9
- 2024Audio-Agent: Leveraging LLMs For Audio Generation, Editing and Compositioncited by 8
- 2025Long-Video Audio Synthesis with Multi-Agent Collaborationcited by 8
- 2026Omni2Sound: Towards Unified Video-Text-to-Audio Generationcited by 8
- 2025PrismAudio: Decomposed Chain-of-Thoughts and Multi-dimensional Rewards for Video-to-Audio Generationcited by 7
- 2024Diff-SAGe: End-to-End Spatial Audio Generation Using Diffusion Modelscited by 6
- 2025FoleyBench: A Benchmark For Video-to-Audio Modelscited by 6
- 2026OmniNFT: Modality-wise Omni Diffusion Reinforcement for Joint Audio-Video Generationcited by 6
- 2024Sound2Vision: Generating Diverse Visuals from Audio through Cross-Modal Latent Alignmentcited by 5
- 2024YingSound: Video-Guided Sound Effects Generation with Multi-modal Chain-of-Thought Controlscited by 5
- 2025TA-V2A: Textually Assisted Video-to-Audio Generationcited by 5
- 2025DeepAudio-V1:Towards Multi-Modal Multi-Stage End-to-End Video to Speech and Audio Generationcited by 5
- 2025SpecMaskFoley: Steering Pretrained Spectral Masked Generative Transformer Toward Synchronized Video-to-audio Synthesis via ControlNetcited by 5
- 2025AudioMoG: Guiding Audio Generation with Mixture-of-Guidancecited by 5
- 2025EchoFoley: Event-Centric Hierarchical Control for Video Grounded Creative Sound Generationcited by 5
- 2025AGAV-Rater: Adapting Large Multimodal Model for AI-Generated Audio-Visual Quality Assessmentcited by 4
- 2025DeepSound-V1: Start to Think Step-by-Step in the Audio Generation from Videoscited by 4
- 2025Spotlighting Partially Visible Cinematic Language for Video-to-Audio Generation via Self-distillationcited by 4
- 2025SoundReactor: Frame-level Online Video-to-Audio Generationcited by 4
- 2026UnityShots: Memory-Driven Multi-Shot Audio-Video Generation with Boundary-Aware Gatingcited by 4
- 2025ReelWave: Multi-Agentic Movie Sound Generation through Multimodal LLM Conversationcited by 3
- 2025Extending Visual Dynamics for Video-to-Music Generationcited by 3
50 most cited of 109 All 109 (JSON)
- 2026Soundwich: Video Generation with Layered and Controllable Audio30 Sep 2026
- 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
- 2026AV-GRPO: Modality-Anchored Decoupling Diffusion Reinforcement Learning for Joint Audio-Video Generation24 Sep 2026
- 2026All modalities are equal, but video is more equal: Closing the Cross-Attention Gap in Joint Video Generation23 Sep 2026
- 2026Passing: An Endless Journey through Reconstructed Spacetime with AI-Generated Sound23 Sep 2026
- 2026DreamX-Creator: Democratizing Native Audio-Video Generation at 2K Resolution31 Aug 2026
- 2026TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation via Score-Regularized Consistency Distillation25 Aug 2026
- 2026EchoWM: Open and Enterable Omnimodal World Models24 Aug 2026
- 2026Efficient Audio-Visual Generation via Synchrony-Aware Cross-Modal Sparse Attention16 Aug 2026
- 2026HarmoniDPO: Video-guided Audio Generation via Preference-Optimized Diffusion12 Aug 2026
- 2026MADBench: A Benchmark for Modality-Aware Audio Deepfake Detection10 Aug 2026
38 more
- 2026Visual Representation Matters: Exploiting Temporal Differences in Video-to-Audio Generation5 Aug 2026
- 2026Beyond Time Shifts: Adapting Omni-LLM as a Reference-Free Evaluator for Generative Audio-Visual Models10 Jul 2026
- 2026AVTok: 1D Unified Tokenization for Holistic Audio-Video Generation29 Jun 2026
- 2026UnityShots: Memory-Driven Multi-Shot Audio-Video Generation with Boundary-Aware Gating19 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
- 2026Inference-Time Scaling for Joint Audio-Video Generation2 Jun 2026
- 2026Benchmarking Single-Factor Physical Video-to-Audio Generation28 May 2026
- 2026LongAV-Compass: Towards Unified Evaluation of Minute-Scale Audio-Visual Generation Across T2AV, I2AV, and V2AV25 May 2026
- 2026WavFlow: Audio Generation in Waveform Space18 May 2026
- 2026Omni-Customizer: End-to-End MultiModal Customization for Joint Audio-Video Generation17 May 2026
- 2026OmniNFT: Modality-wise Omni Diffusion Reinforcement for Joint Audio-Video Generation12 May 2026
- 2026MMAudio-LABEL: Audio Event Labeling via Audio Generation for Silent Video1 May 2026
- 2026Hallo-Live: Real-Time Streaming Joint Audio-Video Avatar Generation with Asynchronous Dual-Stream and Human-Centric Preference Distillation26 Apr 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
- 2026OmniSonic: Towards Universal and Holistic Audio Generation from Video and Text6 Apr 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
- 2026OmniForcing: Unleashing Real-time Joint Audio-Visual Generation12 Mar 2026
- 2026UniTalking: A Unified Audio-Video Framework for Talking Portrait Generation2 Mar 2026
- 2026Echoes Over Time: Unlocking Length Generalization in Video-to-Audio Generation Models24 Feb 2026
- 2026JavisDiT++: Unified Modeling and Optimization for Joint Audio-Video Generation22 Feb 2026
- 2026MOVA: Towards Scalable and Synchronized Video-Audio Generation9 Feb 2026
- 2026Omni-Judge: Can Omni-LLMs Serve as Human-Aligned Judges for Text-Conditioned Audio-Video Generation?2 Feb 2026
- 2026LTX-2: Efficient Joint Audio-Visual Foundation Model6 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
- 2025PhyAVBench: A Challenging Audio Physics-Sensitivity Benchmark for Physically Grounded Text-to-Audio-Video Generation30 Dec 2025
- 2025JavisGPT: A Unified Multi-modal LLM for Sounding-Video Comprehension and Generation28 Dec 2025
- 2025JoVA: Unified Multimodal Learning for Joint Video-Audio Generation and Editing15 Dec 2025
- 2025PAVAS: Physics-Aware Video-to-Audio Synthesis9 Dec 2025
- 2025ViSAudio: End-to-End Video-Driven Binaural Spatial Audio Generation2 Dec 2025
- 2025Hear What Matters! Text-conditioned Selective Video-to-Audio Generation2 Dec 2025
- 2025MVAD: A Benchmark Dataset for Multimodal AI-Generated Video-Audio Detection29 Nov 2025
- 2025AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs26 Nov 2025
- 2025PrismAudio: Decomposed Chain-of-Thoughts and Multi-dimensional Rewards for Video-to-Audio Generation24 Nov 2025
- 2025FoleyBench: A Benchmark For Video-to-Audio Models17 Nov 2025
50 newest of 109 All 109 (JSON)
- 2026LTX-2: Efficient Joint Audio-Visual Foundation Modelcited by 213
- 2025JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior Synchronizationcited by 84
- 2025HunyuanVideo-Foley: Multimodal Diffusion with Representation Alignment for High-Fidelity Foley Audio Generationcited by 42
- 2025Kling-Foley: Multimodal Diffusion Transformer for High-Quality Video-to-Audio Generationcited by 38
- 2024AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generationcited by 21
- 2025UniForm: A Unified Multi-Task Diffusion Transformer for Audio-Video Generationcited by 21
- 2024LoVA: Long-form Video-to-Audio Generationcited by 13
- 2026Hallo-Live: Real-Time Streaming Joint Audio-Video Avatar Generation with Asynchronous Dual-Stream and Human-Centric Preference Distillationcited by 13
- 2026OmniForcing: Unleashing Real-time Joint Audio-Visual Generationcited by 12
- 2025AudioGen-Omni: A Unified Multimodal Diffusion Transformer for Video-Synchronized Audio, Speech, and Song Generationcited by 11
- 2024MDSGen: Fast and Efficient Masked Diffusion Temporal-Aware Transformers for Open-Domain Sound Generationcited by 9
- 2024Diff-SAGe: End-to-End Spatial Audio Generation Using Diffusion Modelscited by 6
12 most cited of 19 All 19 (JSON)
- 2026AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation10 Jun 2026
- 2026Hallo-Live: Real-Time Streaming Joint Audio-Video Avatar Generation with Asynchronous Dual-Stream and Human-Centric Preference Distillation26 Apr 2026
- 2026OmniForcing: Unleashing Real-time Joint Audio-Visual Generation12 Mar 2026
- 2026LTX-2: Efficient Joint Audio-Visual Foundation Model6 Jan 2026
- 2025ProAV-DiT: A Projected Latent Diffusion Transformer for Efficient Synchronized Audio-Video Generation15 Nov 2025
- 2025NoiseShift: Resolution-Aware Noise Recalibration for Better Low-Resolution Image Generation2 Oct 2025
- 2025VSSFlow: Unifying Video-conditioned Sound and Speech Generation via Joint Learning29 Sep 2025
- 2025HunyuanVideo-Foley: Multimodal Diffusion with Representation Alignment for High-Fidelity Foley Audio Generation23 Aug 2025
- 2025AudioGen-Omni: A Unified Multimodal Diffusion Transformer for Video-Synchronized Audio, Speech, and Song Generation1 Aug 2025
- 2025Kling-Foley: Multimodal Diffusion Transformer for High-Quality Video-to-Audio Generation24 Jun 2025
- 2025JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior Synchronization30 Mar 2025
- 2025Enhance Generation Quality of Flow Matching V2A Model via Multi-Step CoT-Like Guidance and Combined Preference Optimization28 Mar 2025
12 newest of 19 All 19 (JSON)
- 2025ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editingcited by 33
- 2025PrismAudio: Decomposed Chain-of-Thoughts and Multi-dimensional Rewards for Video-to-Audio Generationcited by 7
- 2025DeepSound-V1: Start to Think Step-by-Step in the Audio Generation from Videoscited by 4
- 2026Inference-Time Scaling for Joint Audio-Video Generationcited by 3
- 2026Inference-Time Scaling for Joint Audio-Video Generation2 Jun 2026
- 2025PrismAudio: Decomposed Chain-of-Thoughts and Multi-dimensional Rewards for Video-to-Audio Generation24 Nov 2025
- 2025ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing26 Jun 2025
- 2025DeepSound-V1: Start to Think Step-by-Step in the Audio Generation from Videos28 Mar 2025
- 2025JavisGPT: A Unified Multi-modal LLM for Sounding-Video Comprehension and Generationcited by 12
- 2025AGAV-Rater: Adapting Large Multimodal Model for AI-Generated Audio-Visual Quality Assessmentcited by 4
- 2025Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Modelcited by 1
- 2025JavisGPT: A Unified Multi-modal LLM for Sounding-Video Comprehension and Generation28 Dec 2025
- 2025Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model19 May 2025
- 2025AGAV-Rater: Adapting Large Multimodal Model for AI-Generated Audio-Visual Quality Assessment30 Jan 2025
- 2024MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesiscited by 134
- 2024Temporally Aligned Audio for Video with Autoregressioncited by 51
- 2024Video-Guided Foley Sound Generation with Multimodal Controlscited by 49
- 2026MOVA: Towards Scalable and Synchronized Video-Audio Generationcited by 39
- 2025UniAVGen: Unified Audio and Video Generation with Asymmetric Cross-Modal Interactionscited by 35
- 2024Video-to-Audio Generation with Hidden Alignmentcited by 26
- 2025AudioX: A Unified Framework for Anything-to-Audio Generationcited by 25
- 2026JavisDiT++: Unified Modeling and Optimization for Joint Audio-Video Generationcited by 22
- 2025OmniAudio: Generating Spatial Audio from 360-Degree Videocited by 17
- 2024VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generationcited by 16
- 2024MuVi: Video-to-Music Generation with Semantic Alignment and Rhythmic Synchronizationcited by 14
- 2025Synchronized Video-to-Audio Generation via Mel Quantization-Continuum Decompositioncited by 10
12 most cited of 77 All 77 (JSON)
- 2026Soundwich: Video Generation with Layered and Controllable Audio30 Sep 2026
- 2026Joint and Cross-Modal Video-Audio Generation and Editing: A Unified Formulation and Design Taxonomy28 Sep 2026
- 2026AV-GRPO: Modality-Anchored Decoupling Diffusion Reinforcement Learning for Joint Audio-Video Generation24 Sep 2026
- 2026All modalities are equal, but video is more equal: Closing the Cross-Attention Gap in Joint Video Generation23 Sep 2026
- 2026Passing: An Endless Journey through Reconstructed Spacetime with AI-Generated Sound23 Sep 2026
- 2026DreamX-Creator: Democratizing Native Audio-Video Generation at 2K Resolution31 Aug 2026
- 2026TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation via Score-Regularized Consistency Distillation25 Aug 2026
- 2026Efficient Audio-Visual Generation via Synchrony-Aware Cross-Modal Sparse Attention16 Aug 2026
- 2026MADBench: A Benchmark for Modality-Aware Audio Deepfake Detection10 Aug 2026
- 2026Visual Representation Matters: Exploiting Temporal Differences in Video-to-Audio Generation5 Aug 2026
- 2026Beyond Time Shifts: Adapting Omni-LLM as a Reference-Free Evaluator for Generative Audio-Visual Models10 Jul 2026
- 2026AVTok: 1D Unified Tokenization for Holistic Audio-Video Generation29 Jun 2026
12 newest of 77 All 77 (JSON)