REALIMPACT: A Dataset of Impact Sound Fields for Real Objects
Samuel Clarke, Ruohan Gao, Mason L. Wang, Mark Rau, Julia Xu, Jui-Hsien Wang, Doug L. James, Jiajun Wu
Abstract
Objects make unique sounds under different perturbations, environment conditions, and poses relative to the listener. While prior works have modeled impact sounds and sound propagation in simulation, we lack a standard dataset of impact sound fields of real objects for audiovisual learning and calibration of the sim-to-real gap. We present REALIMPACT, a large-scale dataset of real object impact sounds recorded under controlled conditions. RE-ALIMPACT contains 150,000 recordings of impact sounds of 50 everyday objects with detailed annotations, including their impact locations, microphone locations, contact force profiles, material labels, and RGBD images. * We make preliminary attempts to use our dataset as a reference to current simulation methods for estimating object impact sounds that match the real world. Moreover, we demonstrate the usefulness of our dataset as a testbed for acoustic and audio-visual learning via the evaluation of two benchmark tasks, including listener location classification and visual acoustic matching.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 278f429c-02a4-4902-827d-d15a23f4dbe2Cited by top-tier papers3
- DiffSound: Differentiable Modal Sound Rendering and Inverse Rendering for Diverse Inference TasksXutong Jin, Chenxi Xu, Ruohan Gao, Jiajun Wu et al.SIGGRAPH 2024 · 3 citations
- X-Capture: An Open-Source Portable Device for Multi-Sensory LearningSamuel Clarke, Suzannah Wistreich, Yanjie Ze, Jiajun WuICCV 2025 · 1 citation
- MultiPLY: A Multisensory Object-Centric Embodied Large Language Model in 3D WorldYining Hong, Zishuo Zheng, Peihao Chen, Yian Wang et al.CVPR 2024
Builds on12
- Dual Attention Matching for Audio-Visual Event LocalizationYu Wu, Linchao Zhu, Yan Yan, Yi YangICCV 2019 · 233 citations
- Discriminative Sounding Objects Localization via Self-supervised Audiovisual MatchingDi Hu, Rui Qian, Minyue Jiang, Xiao Tan et al.NeurIPS 2020 · 156 citations
- See, Hear, Explore: Curiosity via Audio-Visual AssociationVictoria Dean, Shubham Tulsiani, Abhinav GuptaNeurIPS 2020 · 66 citations
- ObjectFolder 2.0: A Multisensory Object Dataset for Sim2Real TransferRuohan Gao, Zilin Si, Yen-Yu Chang, Samuel Clarke et al.CVPR 2022 · 58 citations
- Audio-Visual Floorplan ReconstructionSenthil Purushwalkam, Sebastià Vicenc Amengual Garí, Vamsi Krishna Ithapu, Carl Schissler et al.ICCV 2021 · 45 citations
Related papers
- Real Acoustic Fields: An Audio-Visual Room Acoustics Dataset and BenchmarkZiyang Chen, Israel D. Gebru, Christian Richardt, Anurag Kumar et al.CVPR 2024
- Finding Fallen Objects Via Asynchronous Audio-Visual IntegrationChuang Gan, Yi Gu, Siyuan Zhou, Jeremy Schwartz et al.CVPR 2022 · 13 citations
- Physics-Driven Diffusion Models for Impact Sound Synthesis from VideosKun Su, Kaizhi Qian, Eli Shlizerman, Antonio Torralba et al.CVPR 2023
- Deep-Modal: Real-Time Impact Sound Synthesis for Arbitrary ShapesXutong Jin, Sheng Li, Tianshu Qu, Dinesh Manocha et al.ACM MM 2020 · 20 citations
- GWA: A Large High-Quality Acoustic Dataset for Audio ProcessingZhenyu Tang, Rohith Aralikatti, Anton Jeran Ratnarajah, Dinesh ManochaSIGGRAPH 2022 · 23 citations
