Leveraging scene embeddings for gradient-based motion planning in latent space

Leveraging scene embeddings for gradient-based motion planning in latent space

Motion planning framed as optimisation in structured latent spaces has recently emerged as competitive with traditional methods in terms of planning success while significantly outperforming them in terms of computational speed. However, the real-world applicability of recent work in this domain rem...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Yamada, J, Hung, CM, Collins, J, Havoutis, I, Posner, I
Fformat:	Conference item
Iaith:	English
Cyhoeddwyd:	IEEE 2023

Eitemau Tebyg

Reaching through latent space: From joint statistics to path planning in manipulation
gan: Hung, C-M, et al.
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Simultaneous scene reconstruction and whole-body motion planning for safe operation in dynamic environments
gan: Finean, MN, et al.
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Semantically grounded object matching for robust robotic scene rearrangement
gan: Goodwin, W, et al.
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First steps: latent-space control with semantic constraints for quadruped locomotion
gan: Mitchell, AL, et al.
Cyhoeddwyd: (2021)

Oscillating latent dynamics in robot systems during walking and reaching
gan: Parker Jones, O, et al.
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Learning sequences of approximations for hierarchical motion planning
gan: Brandao, M, et al.
Cyhoeddwyd: (2020)

RELATE: physically plausible multi-object scene synthesis using structured latent spaces
gan: Ehrhardt, S, et al.
Cyhoeddwyd: (2020)

GENESIS: generative scene inference and sampling of object-centric latent representations
gan: Engelcke, M, et al.
Cyhoeddwyd: (2020)

Oscillating latent dynamics in robot systems during walking and reaching
gan: Oiwi Parker Jones, et al.
Cyhoeddwyd: (2024-05-01)

Predicted composite signed-distance fields for real-time motion planning in dynamic environments
gan: Finean, MN, et al.
Cyhoeddwyd: (2021)

Motion planning for quadrupedal locomotion: Coupled planning, terrain mapping, and whole-body control
gan: Mastalli, C, et al.
Cyhoeddwyd: (2020)

FFRob: Leveraging symbolic planning for efficient task and motion planning
gan: Garrett, Caelan Reed, et al.
Cyhoeddwyd: (2022)

FFRob: Leveraging symbolic planning for efficient task and motion planning
gan: Garrett, Caelan Reed, et al.
Cyhoeddwyd: (2021)

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gan: V. V. Kniaz, et al.
Cyhoeddwyd: (2022-12-01)

Motion planning in dynamic environments using context-aware human trajectory prediction
gan: Finean, MN, et al.
Cyhoeddwyd: (2023)

From visuomotor control to latent space planning for robot manipulation
gan: Hung, C-M
Cyhoeddwyd: (2022)

Unification of Road Scene Segmentation Strategies Using Multistream Data and Latent Space Attention
gan: August J. Naudé, et al.
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Projections of model spaces for latent graph inference
gan: Posner, H, et al.
Cyhoeddwyd: (2023)

You only look at one: category-level object representations for pose estimation from a single example
gan: Goodwin, W, et al.
Cyhoeddwyd: (2023)

BiConMP: a nonlinear model predictive control framework for whole body motion planning
gan: Meduri, A, et al.
Cyhoeddwyd: (2023)

Learning a Unified Latent Space for NAS: Toward Leveraging Structural and Symbolic Information
gan: Saeedeh Eslami, et al.
Cyhoeddwyd: (2022-01-01)

Using scene similarity for place labelling
gan: Posner, I, et al.
Cyhoeddwyd: (2008)

Leveraging Scene Geometry and Depth Information for Robust Image Deraining
gan: Ningning Xu, et al.
Cyhoeddwyd: (2025-01-01)

RAMP: a benchmark for evaluating robotic assembly manipulation and planning
gan: Collins, J, et al.
Cyhoeddwyd: (2023)

Online generation of scene descriptions in urban environments
gan: Posner, I, et al.
Cyhoeddwyd: (2008)

Zero-shot category-level object pose estimation
gan: Goodwin, W, et al.
Cyhoeddwyd: (2022)

Leveraging latent patterns in the study of living systems
gan: Cleary, Brian(Brian Lowman)
Cyhoeddwyd: (2019)

Learning Multilingual Word Embeddings in Latent Metric Space: A Geometric Approach
gan: Jawanpuria, Pratik, et al.
Cyhoeddwyd: (2019-11-01)

R-LGP: a reachability-guided logic-geometric programming framework for optimal task and motion planning on mobile manipulators
gan: Ly, KT, et al.
Cyhoeddwyd: (2024)

Learning low-frequency motion control for robust and dynamic robot locomotion
gan: Gangapurwala, S, et al.
Cyhoeddwyd: (2023)

Introspective visuomotor control: exploiting uncertainty in deep visuomotor control for failure recovery
gan: Hung, C-M, et al.
Cyhoeddwyd: (2021)

Research on obstacle avoidance motion planning method of manipulator in complex multi scene
gan: SONG Yong, et al.
Cyhoeddwyd: (2023-06-01)

Learning and planning in structured latent spaces for legged robot locomotion
gan: Mitchell, AL
Cyhoeddwyd: (2024)

How to arrange the robotic environment? Leveraging experience in both motion planning and environment optimization
gan: Jiaxi Lu, et al.
Cyhoeddwyd: (2024-11-01)

Optimization for non-periodic dynamic motions of legged systems
gan: Radulescu, A, et al.
Cyhoeddwyd: (2016)

Structure and motion from scene registration
gan: Basha, Tali, et al.
Cyhoeddwyd: (2014)

DreamUp3D: object-centric generative models for single-view 3D scene understanding and real-to-sim transfer
gan: Wu, Y, et al.
Cyhoeddwyd: (2024)

Leveraging the urban soundscape: Auditory perception for smart vehicles
gan: Marchegiani, L, et al.
Cyhoeddwyd: (2017)

APEX: Unsupervised, object-centric scene segmentation and tracking for robot manipulation
gan: Wu, Y, et al.
Cyhoeddwyd: (2021)

Integrated task and motion planning in belief space
gan: Kaelbling, Leslie P., et al.
Cyhoeddwyd: (2014)