activity
20232026
most citedDirect3D: Scalable Image-to-3D Generation via 3D Latent Diffusion Transformer

9 citations · 23 across the 14 of their papers we have counts for

collaborators

16 papers

cs.CV2026

Infinite Worlds with Versatile Interactions

Zelin Gao, Qiuyu Wang, Jiapeng Zhu +17

We present LingBot-World 2.0 (also known as LingBot-World-Infinity), an advanced iteration of LingBot-World featuring four distinct upgrades. (1) Our model achieves an unbounded in…

cs.CV2026

Advancing Open-source World Models

Robbyant Team, Zelin Gao, Qiuyu Wang +21

We present LingBot-World, an open-sourced world simulator stemming from video generation. Positioned as a top-tier world model, LingBot-World offers the following features. (1) It…

cs.CV2025

Denoise to Track: Harnessing Video Diffusion Priors for Robust Correspondence

Tianyu Yuan, Yuanbo Yang, Lin-Zhuo Chen +2

In this work, we introduce HeFT (Head-Frequency Tracker), a zero-shot point tracking framework that leverages the visual priors of pretrained video diffusion models. To better unde…

cs.CV2025

UniArt: Unified 3D Representation for Generating 3D Articulated Objects with Open-Set Articulation

Bu Jin, Weize Li, Songen Gu +4

Articulated 3D objects play a vital role in realistic simulation and embodied robotics, yet manually constructing such assets remains costly and difficult to scale. In this paper,…

cs.CY2025

From Drone Imagery to Livability Mapping: AI-powered Environment Perception in Rural China

Weihuan Deng, Yaofu Huang, Luan Chen +3

The high cost of acquiring rural street view images has constrained comprehensive environmental perception in rural areas. Drone photographs, with their advantages of easy acquisit…

cs.CV2025

Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Shuang Wu, Youtian Lin, Feihu Zhang +8

Generating high-resolution 3D shapes using volumetric representations such as Signed Distance Functions (SDFs) presents substantial computational and memory challenges. We introduc…

cs.CV2025

Hallo4: High-Fidelity Dynamic Portrait Animation via Direct Preference Optimization

Jiahao Cui, Yan Chen, Mingwang Xu +7

Generating highly dynamic and photorealistic portrait animations driven by audio and skeletal motion remains challenging due to the need for precise lip synchronization, natural fa…

cs.CV2025

FB-4D: Spatial-Temporal Coherent Dynamic 3D Content Generation with Feature Banks

Jinwei Li, Huan-ang Gao, Wenyi Li +13

With the rapid advancements in diffusion models and 3D generation techniques, dynamic 3D content generation has become a crucial research area. However, achieving high-fidelity 4D…

cs.CV2025

Flow Distillation Sampling: Regularizing 3D Gaussians with Pre-trained Matching Priors

Lin-Zhuo Chen, Kangjie Liu, Youtian Lin +4

3D Gaussian Splatting (3DGS) has achieved excellent rendering quality with fast training and rendering speed. However, its optimization process lacks explicit geometric constraints…

cs.CV2024★ 3 cited

Hallo2: Long-Duration and High-Resolution Audio-Driven Portrait Image Animation

Jiahao Cui, Hui Li, Yao Yao +6

Recent advances in latent diffusion-based generative models for portrait image animation, such as Hallo, have achieved impressive results in short-duration video synthesis. In this…

cs.CV2024★ 5 cited

Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animation

Mingwang Xu, Hui Li, Qingkun Su +6

The field of portrait image animation, driven by speech audio input, has experienced significant advancements in the generation of realistic and dynamic portraits. This research de…

cs.CV2024★ 9 cited

Direct3D: Scalable Image-to-3D Generation via 3D Latent Diffusion Transformer

Shuang Wu, Youtian Lin, Feihu Zhang +5

Generating high-quality 3D assets from text and images has long been challenging, primarily due to the absence of scalable 3D representations capable of capturing intricate geometr…

cs.CV2024

STAG4D: Spatial-Temporal Anchored Generative 4D Gaussians

Yifei Zeng, Yanqin Jiang, Siyu Zhu +6

Recent progress in pre-trained diffusion models and 3D generation have spurred interest in 4D content creation. However, achieving high-fidelity 4D generation with spatial-temporal…

cs.CV2024★ 1 cited

Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidance

Shenhao Zhu, Junming Leo Chen, Zuozhuo Dai +6

In this study, we introduce a methodology for human image animation by leveraging a 3D human parametric model within a latent diffusion framework to enhance shape alignment and mot…

cs.CV2023★ 2 cited

Gaussian-Flow: 4D Reconstruction with Dynamic 3D Gaussian Particle

Youtian Lin, Zuozhuo Dai, Siyu Zhu +1

We introduce Gaussian-Flow, a novel point-based approach for fast dynamic scene reconstruction and real-time rendering from both multi-view and monocular videos. In contrast to the…

cs.CV2023★ 3 cited

AnimateAnything: Fine-Grained Open Domain Image Animation with Motion Guidance

Zuozhuo Dai, Zhenghao Zhang, Yao Yao +4

Image animation is a key task in computer vision which aims to generate dynamic visual content from static image. Recent image animation methods employ neural based rendering techn…