activity
20232026
most cited3D-VLA: A 3D Vision-Language-Action Generative World Model

14 citations · 17 across the 10 of their papers we have counts for

collaborators
Showing cs.CVShow all

10 papers · 1 filter

cs.CV2026

SyncWorld: Visual Calibration Enables World Models as Zero-Shot Simulators

Yuncong Yang, Zhengtao Han, Furkan Ozyurt +6

World models are increasingly used as policy-in-the-loop imagination environments, where reliable rollouts require fine-grained controllability with respect to low-level robot acti…

cs.CV2026

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation

Zeyuan Yang, Hao-Wei Chen, Xueyang Yu +5

Recent years have seen remarkable progress in unified vision-language models handling both multimodal understanding and generation within a single architecture. While autoregressiv…

cs.CV2026

Action Images: End-to-End Policy Learning via Multiview Video Generation

Haoyu Zhen, Zixian Gao, Qiao Sun +7

World action models (WAMs) have emerged as a promising direction for robot policy learning, as they can leverage powerful video backbones to model the future states. However, exist…

cs.CV2026

Fast Spatial Memory with Elastic Test-Time Training

Ziqiao Ma, Xueyang Yu, Haoyu Zhen +3

Large Chunk Test-Time Training (LaCT) has shown strong performance on long-context 3D reconstruction, but its fully plastic inference-time updates remain vulnerable to catastrophic…

cs.CV2026

3D-Layout-R1: Structured Reasoning for Language-Instructed Spatial Editing

Haoyu Zhen, Xiaolong Li, Yilin Zhao +5

Large Language Models (LLMs) and Vision Language Models (VLMs) have shown impressive reasoning abilities, yet they struggle with spatial understanding and layout consistency when p…

cs.CV2025

TesserAct: Learning 4D Embodied World Models

Haoyu Zhen, Qiao Sun, Hongxin Zhang +4

This paper presents an effective approach for learning novel 4D embodied world models, which predict the dynamic evolution of 3D scenes over time in response to an embodied agent's…

cs.CV2024

RapVerse: Coherent Vocals and Whole-Body Motions Generations from Text

Jiaben Chen, Xin Yan, Yihang Chen +7

In this work, we introduce a challenging task for simultaneously generating 3D holistic body motions and singing vocals directly from textual lyrics inputs, advancing beyond existi…

cs.CV2024★ 14 cited

3D-VLA: A 3D Vision-Language-Action Generative World Model

Haoyu Zhen, Xiaowen Qiu, Peihao Chen +5

Recent vision-language-action (VLA) models rely on 2D inputs, lacking integration with the broader realm of the 3D physical world. Furthermore, they perform action prediction by le…

cs.CV2023★ 3 cited

CHORD: Category-level Hand-held Object Reconstruction via Shape Deformation

Kailin Li, Lixin Yang, Haoyu Zhen +6

In daily life, humans utilize hands to manipulate objects. Modeling the shape of objects that are manipulated by the hand is essential for AI to comprehend daily tasks and to learn…

cs.CV2023

Color-NeuS: Reconstructing Neural Implicit Surfaces with Color

Licheng Zhong, Lixin Yang, Kailin Li +3

The reconstruction of object surfaces from multi-view images or monocular video is a fundamental issue in computer vision. However, much of the recent research concentrates on reco…