GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities
Rao Fu, Dingxi Zhang, Alex Jiang, Wanjia Fu, Austin Funk, Daniel Ritchie, Srinath Sridhar
摘要
Strum the ukelele strings with your right hand Deliver the fry to your mouth. Intersect your fingers and pull gently to stretch. Give a thumbs-up gesture. Figure 1. GigaHands is a massive dataset of human bimanual activities with paired text annotations. Each column above shows an activity sequence from the dataset. The dataset covers diverse 3D hand activities, including hand-object interactions (blue) across object scales, gestures (orange), and self-interactions (red). Each clip is paired with descriptive text and 51 camera views, enabling radiance field reconstruction. The bottom row show other annotations in the dataset including hand shape, object shape and pose (left half images). The right half images show novel views from dynamic radiance field fitting.
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引用它的顶会 Paper14
- OpenHOI: Open-World Hand-Object Interaction Synthesis with Multimodal Large Language ModelZhenhao Zhang, Ye Shi, Lingxiao Yang, Suting Ni 等NeurIPS 2025 · 被引用 25 次
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- TOUCH: Text-guided Controllable Generation of Free-Form Hand-Object InteractionsGuangyi Han, Wei Zhai, Yuhang Yang, Yang Cao 等ICLR 2026 · 被引用 11 次
- ForeHOI: Feed-forward 3D Object Reconstruction from Daily Hand-Object Interaction VideosYuantao Chen, Jiahao Chang, Chongjie Ye, Chaoran Zhang 等CVPR 2026 · 被引用 6 次
它引用的顶会 Paper36
- Instant neural graphics primitives with a multiresolution hash encodingThomas Müller, Alex Evans, Christoph Schied, Alexander KellerSIGGRAPH 2022 · 被引用 4,089 次
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- 2D Gaussian Splatting for Geometrically Accurate Radiance FieldsBinbin Huang, Zehao Yu, Anpei Chen, Andreas Geiger 等SIGGRAPH 2024 · 被引用 660 次
- Ego4D: Around the World in 3, 000 Hours of Egocentric VideoKristen Grauman, Andrew Westbury, Eugene Byrne, Zachary Chavis 等CVPR 2022 · 被引用 525 次
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