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MolmoMotion predicts 3D object motion from language instructions · 2 sources tracked

By PulseAugur Editorial · [3 sources] ·

Researchers have introduced MolmoMotion, a novel model designed for language-guided 3D motion forecasting. This model predicts the future 3D trajectories of points on an object based on a video frame, initial point positions, and a textual description of the intended action. MolmoMotion significantly outperforms existing methods on a new benchmark, PointMotionBench, and demonstrates utility in downstream applications like robotics and video generation. The project also includes MolmoMotion-1M, a large dataset of 3D trajectories paired with action descriptions, derived from over a million videos. AI

IMPACT Enhances capabilities in robotics and generative AI by enabling more accurate prediction of object motion based on natural language commands.

RANK_REASON Research paper and model release detailing a new approach to 3D motion forecasting.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

MolmoMotion predicts 3D object motion from language instructions · 2 sources tracked

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Research
Research paper and model release detailing a new approach to 3D motion forecasting.
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3 independent sources
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model release, product, paper
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101 days old
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COVERAGE [3]

  1. Hugging Face Blog TIER_1 English(EN) ·

    MolmoMotion: Language-guided 3D motion forecasting

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    MolmoMotion: Forecasting Point Trajectories in 3D with Language Instruction

    3D point motion forecasting model predicts object trajectories from visual history and language goals, demonstrating superior performance on benchmarks and transferring effectively to robot manipulation and video generation tasks.

  3. arXiv cs.CV TIER_1 English(EN) · Ranjay Krishna ·

    MolmoMotion: Forecasting Point Trajectories in 3D with Language Instruction

    Motion forecasting is central to visual intelligence: agents must anticipate how objects will move in order to plan actions, reason about physical interactions, and synthesize realistic futures. We argue that 3D points in world coordinates provide a general representation that is…

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