Tactile-Augmented Radiance Fields
Yiming Dou, Fengyu Yang, Yi Liu, Antonio Loquercio, Andrew Owens
Abstract
Touch Pred. Vision Touch Sample Vision Figure 1. Tactile-augmented radiance fields. We capture a tactile-augmented radiance field (TaRF) from photos and sparsely sampled touch probes. To do this, we register the captured visual and tactile signals into a shared 3D space, then train a diffusion model to impute touch at other locations within the scene. Here, we visualize two touch probes and their (color coded) 3D positions in the scene. We also show two touch signals estimated by the diffusion model. The touch signals were collected using a vision-based touch sensor [32] that represents the touch signals as images. Please see our project page for video results.
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 7fb2a2dc-5948-4e42-9a0d-f7513560d98dCited by top-tier papers14
- Touch in the Wild: Learning Fine-Grained Manipulation with a Portable Visuo-Tactile GripperXinyue Zhu, Binghao Huang, Yunzhu LiNeurIPS 2025 · 62 citations
- AnyTouch 2: General Optical Tactile Representation Learning For Dynamic Tactile PerceptionRuoxuan Feng, Yuxuan Zhou, Siyu Mei, Dongzhan Zhou et al.ICLR 2026 · 25 citations
- WorDepth: Variational Language Prior for Monocular Depth EstimationZiyao Zeng, Daniel Wang, Fengyu Yang, Hyoungseob Park et al.CVPR 2024 · 20 citations
- TextToucher: Fine-Grained Text-to-Touch GenerationJiahang Tu, Hao Fu, Fengyu Yang, Hanbin Zhao et al.AAAI 2025 · 16 citations
- Tactile DreamFusion: Exploiting Tactile Sensing for 3D GenerationRuihan Gao, Kangle Deng, Gengshan Yang, Wenzhen Yuan et al.NeurIPS 2024 · 13 citations
Builds on12
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Zero-Shot Text-to-Image GenerationAditya Ramesh, Mikhail Pavlov, Gabriel Goh, Scott Gray et al.ICML 2021 · 6,356 citations
- ScanNet++: A High-Fidelity Dataset of 3D Indoor ScenesChandan Yeshwanth, Yueh-Cheng Liu, Matthias Nießner, Angela DaiICCV 2023 · 659 citations
- LERF: Language Embedded Radiance FieldsJustin Kerr, Chung Min Kim, Ken Goldberg, Angjoo Kanazawa et al.ICCV 2023 · 620 citations
Related papers
- Generating Visual Scenes from TouchFengyu Yang, Jiacheng Zhang, Andrew OwensICCV 2023 · 39 citations
- Touch2Shape: Touch-Conditioned 3D Diffusion for Shape Exploration and ReconstructionYuanbo Wang, Zhaoxuan Zhang, Jiajin Qiu, Dilong Sun et al.CVPR 2025
- Haptic Neural Fields: Bringing Tactile Interactions to 3D Rendered ScenesAntonio Luigi Stefani, Niccolò Bisagno, Nicola Conci, Eckehard Steinbach et al.CVPR 2026
- DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile AdapterXukun Li, Yu Sun, Lei Zhang, Bo-Sheng Huang et al.ICML 2026
- Dynamic Reconstruction of Hand-Object Interaction with Distributed Force-Aware Contact RepresentationZhenjun Yu, Wenqiang Xu, Pengfei Xie, Yutong Li et al.ICCV 2025 · 2 citations
