Early morning East Lake is shrouded in ink-wash hues.A few wanderers stroll softly,stone bridges lie serene, gentle ripples caress the banks. Pavilions blend seamlessly with rolling hills,golden light shimmers softly,letting time flow gracefully in this exquisite Jiangnan garden.

Reconstruct a moving, deforming object in 4D (3D + time) from a single-camera video — even under heavy occlusion and large non-rigid motion 🎥 Title: Lift4D: Harmonizing Single-View 3D Estimation for 4D Reconstruction In-the-Wild URL: 🎥 Overview A test-time optimization framework combining single-view 3D prediction with deformable 3D Gaussian Splatting. It fuses learned geometry/appearance priors with the video to handle severe occlusion and non-rigid motion. ❓ Problem it solves ・Directly predicting 4D is limited by scarce training data and generalizes poorly ・Initializing 3D and refining with video alone breaks down on in-the-wild scenes with large deformation and occlusion 💡 Methodology Three components: ・Causal Latent Conditioning: aligns an image-to-3D model temporally without retraining, coupling adjacent latents at the ODE level, with t₀ trading off consistency vs per-frame fidelity ・Deformable Gaussians: sparse control nodes with time-varying SE(3) transforms + linear blend skinning deform a canonical representation across frames ・Occlusion-aware refinement: compares only visible pixels, while a view-conditioned diffusion prior completes unobserved surfaces 📊 Results ・Compared against STAG4D, PAD3R, L4GM, DreamMesh4D, V2M4, BANMo ・On Pexels data, point-tracking error EPE 0.072 (vs 0.119–0.211 for competitors) ・~30 min per 32-frame video on a single H200 GPU #3DReconstruction# #GaussianSplatting#

From ancient Buddhist grottoes carved into majestic cliffs to vibrant, otherworldly rock formations and rolling green grasslands, breathtaking nature and profound history blend seamlessly here. Discover this spectacular diversity of landscapes and 1,600-year-old cultural heritage in Sunan Yugur Autonomous County, Zhangye City, northwest China's Gansu Province.

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"More Than Just A Publicist"💥 Episode 28: Erika Icon’s blend of badass branding & fearless leadership made her a household name in adult PR—& she’s not even close to being done yet🎙️ Only on Deep Thots🎧 🔗 @ray_ray_xxx @RebelRhyderXXX @TheRubPR

We're SO ready for this new ZRacing Series! This month, we’re dedicating it to the best of Makuri’s race routes, where every rider can find their groove, with a perfect blend of sprints, climbs, and rolling terrain🌟🏁 ZRacing Makuri May 👉

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