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cs.CV2026

Alignment Is All You Need For X-to-4D Generation

Qiaowei Miao, Kehan Li, Yawei Luo +1

Generative diffusion models excel at synthesizing high-quality images, videos, and 3D content under multimodal control. However, arbitrary user-defined modality-to-4D (X-to-4D) gen…

cs.CV2026

EAGLE-360: Embodied Active Global-to-Local Exploration in 360

Jingtao Xu, Zizhuo Lin, Jianwen Sun +2

While Multimodal Large Language Models (MLLMs) have demonstrated exceptional capabilities in standard visual understanding, adapting them for active visual search in 360 pa…

cs.CV2025

Advances in 4D Generation: A Survey

Qiaowei Miao, Kehan Li, Jinsheng Quan +6

Generative artificial intelligence has recently progressed from static image and video synthesis to 3D content generation, culminating in the emergence of 4D generation-the task of…

cs.CV2024

MaGS: Reconstructing and Simulating Dynamic 3D Objects with Mesh-adsorbed Gaussian Splatting

Shaojie Ma, Yawei Luo, Wei Yang +1

3D reconstruction and simulation, although interrelated, have distinct objectives: reconstruction requires a flexible 3D representation that can adapt to diverse scenes, while simu…

cs.CV2024

PLA4D: Pixel-Level Alignments for Text-to-4D Gaussian Splatting

Qiaowei Miao, JinSheng Quan, Kehan Li +1

Previous text-to-4D methods have leveraged multiple Score Distillation Sampling (SDS) techniques, combining motion priors from video-based diffusion models (DMs) with geometric pri…

cs.CV2024

Epipolar-Free 3D Gaussian Splatting for Generalizable Novel View Synthesis

Zhiyuan Min, Yawei Luo, Jianwen Sun +1

Generalizable 3D Gaussian splitting (3DGS) can reconstruct new scenes from sparse-view observations in a feed-forward inference manner, eliminating the need for scene-specific retr…