Design Space of Visual Feedforward And Corrective Feedback in XR-Based Motion Guidance Systems
Xingyao Yu, Benjamin Lee, Michael Sedlmair
Abstract
Figure 1: Schematic representations of motion feedforward. The leftmost column shows the complete motion sequence and its critical postures at four critical moments (Start, Point1, Point2, and End). The remaining columns show how the feedforward of this motion can be represented using different configurations of level of indirection (explicit, implicit and abstract) and interactive update strategy (discrete, continuous and autonomous). The visualizations in blue represent the feedforward; while the the black glyphs show the trainee's four moments during training from top to bottom (Start, reach Point 1, between Point 1 and Point 2, and between Point 2 and End); the green parts visualize the completed parts of a motion when using Implicit guidance (column 4 and 5). Discrete guidance (column 2, 4 and 6) presents cues for the next critical posture, which updates only when that posture is satisfied. Continuous guidance (column 3, 5 and 7) presents cues for the next frame in the motion sequence at all times. Autonomous guidance is not shown as it operates independently of the trainee's actions.
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 d44c5b0f-4016-4687-b98c-0259ef7a2fc2Cited by top-tier papers7
- avaTTAR: Table Tennis Stroke Training with Embodied and Detached Visualization in Augmented RealityDizhi Ma, Xiyun Hu, Jingyu Shi, Mayank Patel et al.UIST 2024 · 21 citations
- Uncertain Pointer: Situated Feedforward Visualizations for Ambiguity-Aware AR Target SelectionChing-Yi Tsai, Nicole Tacconi, Andrew D. Wilson, Parastoo AbtahiCHI 2026 · 3 citations
- PeriphAR: Fast and Accurate Real-World Object Selection with Peripheral Augmented Reality DisplaysYutong Ren, Arnav Reddy, Michael NebelingCHI 2026 · 2 citations
- Every Move You Make: Visualizing Near-Future Motion Under Delay for TeleroboticsDries Cardinaels, Raf Ramakers, Tom Veuskens, Thomas Pietrzak et al.CHI 2026 · 2 citations
- Embedded vs. Situated: An Evaluation of AR Facial Training FeedbackAvinash Ajit Nargund, Andrea M. Park, Tobias Höllerer, Misha SraCHI 2026 · 1 citation
Builds on8
- Data Visceralization: Enabling Deeper Understanding of Data Using Virtual RealityBenjamin Lee, Dave Brown, Bongshin Lee, Christophe Hurter et al.IEEE VIS 2020 · 90 citations
- Towards an Understanding of Situated AR Visualization for Basketball Free-Throw TrainingTica Lin, Rishi Singh, Yalong Yang, Carolina Nobre et al.CHI 2021 · 81 citations
- An Exploratory Study of Augmented Reality Presence for Tutoring Machine TasksYuanzhi Cao, Xun Qian, Tianyi Wang, Rachel Lee et al.CHI 2020 · 73 citations
- Design Patterns for Situated Visualization in Augmented RealityBenjamin Lee, Michael Sedlmair, Dieter SchmalstiegIEEE VIS 2023 · 72 citations
- Effects of Collaborative Training Using Virtual Co-embodiment on Motor Skill LearningDaiki Kodama, Takato Mizuho, Yuji Hatada, Takuji Narumi et al.IEEE VR 2023 · 61 citations
Related papers
- The Impact of Implicit and Explicit Feedback on Performance and Experience during VR-Supported Motor RehabilitationNegin Hamzeheinejad, Daniel Roth, Samantha Monty, Julian Breuer et al.IEEE VR 2021 · 20 citations
- UFO: Unifying Feed-Forward and Optimization-based Methods for Large Driving Scene ModelingKaiyuan Tan, Yingying Shen, Ziyue Zhu, Mingfei Tu et al.CVPR 2026 · 4 citations
- Learning to Drive is a Free Gift: Large-Scale Label-Free Autonomy Pretraining from Unposed In-The-Wild VideosMatthew Strong, Wei-Jer Chang, Quentin Herau, Jiezhi Yang et al.CVPR 2026 · 3 citations
- Let Humanoids Hike! Integrative Skill Development on Complex TrailsKwan-Yee Lin, Stella X. YuCVPR 2025
- MotionLM: Multi-Agent Motion Forecasting as Language ModelingAri Seff, Brian Cera, Dian Chen, Mason Ng et al.ICCV 2023 · 186 citations
