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OmniTransfer All-in-one Framework for Spatio-temporal Video Transfer

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AK

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10,695 görüntüleme • 5 ay önce •via X (Twitter)

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[SIGGRAPH '26] Anchored Temporal Gaussian Splatting for Long Volumetric Video Representation TL;DR: We present ATGS, a novel framework for volumetric video reconstruction that effectively handles long sequences and complex motions. By utilizing time-conditioned anchors and a temporal windowing strategy, ATGS enhances temporal coherence and scalability. Abstract (excerpt): Key insight is that explicitly tracking long term complex motion with individual Gaussian primitives is inherently unstable. Instead, we organize Gaussians around time conditioned anchors that localize their spatial and temporal support, thereby reducing long range motion complexity. We further introduce a temporal windowing strategy to activate only anchors relevant to the queried time, which improves scalability and temporal coherence. In addition, to ensure spatial and temporal stability, we design a compact set of multi level anchor features that encode global features, local spatial features, and local temporal features, jointly constraining Gaussian generation. Extensive experiments demonstrate that ATGS consistently outperforms prior methods on long sequence volumetric videos with complex motions.

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🕹️We are excited to introduce "ChronoEdit: Towards Temporal Reasoning for Image Editing and World Simulation" ChronoEdit reframes image editing as a video generation task to encourage temporal consistency. It leverages a temporal reasoning stage that denoises with “video reasoning tokens” to "reason" on physically plausible edits. See the attached video for results. Project Page: Arxiv: Code and model are coming.

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I’ve decided to enter the transfer portal as a graduate transfer with one year of eligibility remaining. Thank you to Coach Gibson and Marshall University for the opportunity. For all inquiries, please contact Damian Knight ForeverAthleteManagement.
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I’ve decided to enter the transfer portal as a graduate transfer with one year of eligibility remaining. Thank you to Coach Gibson and Marshall University for the opportunity. For all inquiries, please contact Damian Knight ForeverAthleteManagement.

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