activity
20232026
most citedOmniControl: Control Any Joint at Any Time for Human Motion Generation

5 citations · 9 across the 16 of their papers we have counts for

collaborators

16 papers

cs.CV2026

LumiTokens: 3D Relighting via Token-Space Lighting Transformation

Yiwen Chen, Matheus Gadelha, Huaizu Jiang

Existing 3D relighting methods operate through either explicit material decomposition, diffusion-based view-space generation, or a combination of both, requiring full recomputation…

cs.CV2026

Surface Keypoint Representation for Multi-Object and Articulated Human-Object Interaction Generation

Xiaogang Peng, Zeyu Han, Zichong Meng +4

Daily activities require humans to coordinate whole-body motion with the motion of surrounding objects. Despite recent progress in human-object interaction (HOI) generation, most e…

cs.CV2026

Streaming Video Generation with Streaming Force Control

Hanhui Wang, Yiming Xie, Haiwen Feng +3

We introduce StreamForce, a streaming video generation framework that enables physically grounded control through continuous force inputs. Unlike prior video models that train sepa…

cs.CV2026

SocialFusion: Addressing Social Degradation in Pre-trained Vision-Language Models

Hamza Tahboub, Weiyan Shi, Gang Hua +1

Understanding social interactions from visual cues is a fundamental challenge for a socially competent AI. While powerful pre-trained vision-language models (VLMs) have shown remar…

cs.CV2025

LASER: Layer-wise Scale Alignment for Training-Free Streaming 4D Reconstruction

Tianye Ding, Yiming Xie, Yiqing Liang +3

Recent feed-forward reconstruction models like VGGT and achieve impressive reconstruction quality but cannot process streaming videos due to quadratic memory complexity, limi…

cs.CL2025

XFacta: Contemporary, Real-World Dataset and Evaluation for Multimodal Misinformation Detection with Multimodal LLMs

Yuzhuo Xiao, Zeyu Han, Yuhan Wang +1

The rapid spread of multimodal misinformation on social media calls for more effective and robust detection methods. Recent advances leveraging multimodal large language models (ML…

cs.CV2025

Absolute Coordinates Make Motion Generation Easy

Zichong Meng, Zeyu Han, Xiaogang Peng +2

State-of-the-art text-to-motion generation models rely on the kinematic-aware, local-relative motion representation popularized by HumanML3D, which encodes motion relative to the p…

cs.CV2025

SV4D 2.0: Enhancing Spatio-Temporal Consistency in Multi-View Video Diffusion for High-Quality 4D Generation

Chun-Han Yao, Yiming Xie, Vikram Voleti +2

We present Stable Video 4D 2.0 (SV4D 2.0), a multi-view video diffusion model for dynamic 3D asset generation. Compared to its predecessor SV4D, SV4D 2.0 is more robust to occlusio…

cs.CV2024

Rethinking Diffusion for Text-Driven Human Motion Generation: Redundant Representations, Evaluation, and Masked Autoregression

Zichong Meng, Yiming Xie, Xiaogang Peng +2

Since 2023, Vector Quantization (VQ)-based discrete generation methods have rapidly dominated human motion generation, primarily surpassing diffusion-based continuous generation me…

cs.CV2024

SMooDi: Stylized Motion Diffusion Model

Lei Zhong, Yiming Xie, Varun Jampani +2

We introduce a novel Stylized Motion Diffusion model, dubbed SMooDi, to generate stylized motion driven by content texts and style motion sequences. Unlike existing methods that ei…

cs.CV2024★ 2 cited

SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency

Yiming Xie, Chun-Han Yao, Vikram Voleti +2

We present Stable Video 4D (SV4D), a latent video diffusion model for multi-frame and multi-view consistent dynamic 3D content generation. Unlike previous methods that rely on sepa…

cs.CV2024

HouseCrafter: Lifting Floorplans to 3D Scenes with 2D Diffusion Model

Hieu T. Nguyen, Yiwen Chen, Vikram Voleti +2

We introduce HouseCrafter, a novel approach that can lift a floorplan into a complete large 3D indoor scene (e.g., a house). Our key insight is to adapt a 2D diffusion model, which…

cs.CV2024

NeuFlow: Real-time, High-accuracy Optical Flow Estimation on Robots Using Edge Devices

Zhiyong Zhang, Huaizu Jiang, Hanumant Singh

Real-time high-accuracy optical flow estimation is a crucial component in various applications, including localization and mapping in robotics, object tracking, and activity recogn…

cs.CV2023★ 2 cited

HOI-Diff: Text-Driven Synthesis of 3D Human-Object Interactions using Diffusion Models

Xiaogang Peng, Yiming Xie, Zizhao Wu +3

We address the problem of generating realistic 3D human-object interactions (HOIs) driven by textual prompts. To this end, we take a modular design and decompose the complex task i…

cs.CV2023

Pixel-Aligned Recurrent Queries for Multi-View 3D Object Detection

Yiming Xie, Huaizu Jiang, Georgia Gkioxari +1

We present PARQ - a multi-view 3D object detector with transformer and pixel-aligned recurrent queries. Unlike previous works that use learnable features or only encode 3D point po…

cs.CV2023★ 5 cited

OmniControl: Control Any Joint at Any Time for Human Motion Generation

Yiming Xie, Varun Jampani, Lei Zhong +2

We present a novel approach named OmniControl for incorporating flexible spatial control signals into a text-conditioned human motion generation model based on the diffusion proces…