activity
20232026
most citedCLE Diffusion: Controllable Light Enhancement Diffusion Model

74 citations · 77 across the 14 of their papers we have counts for

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15 papers · 1 filter

cs.CV2026

StateFlow: Building, Evolving, and Accessing 3D World States for Previsualization

Yuyang Yin, Zixiang Li, Longxuan Deng +11

Previsualization is an intermediate layer between ideas and production in film, games, architecture, and urban design. It lets creators iteratively refine scenes, actions, cameras,…

cs.CV2026

HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds

Team HY-World, Chenjie Cao, Xuhui Zuo +42

We introduce HY-World 2.0, a multi-modal world model framework that advances our prior project HY-World 1.0. HY-World 2.0 accommodates diverse input modalities, including text prom…

cs.CV2026

FlowScene: Style-Consistent Indoor Scene Generation with Multimodal Graph Rectified Flow

Zhifei Yang, Guangyao Zhai, Keyang Lu +6

Scene generation has extensive industrial applications, demanding both high realism and precise control over geometry and appearance. Language-driven retrieval methods compose plau…

cs.CV2026

Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editing

Jiyuan Wang, Chunyu Lin, Lei Sun +8

Leveraging the priors of 2D diffusion models for 3D editing has emerged as a promising paradigm. However, multi-view consistency remains challenging in edited results, and the extr…

cs.CV2025

StereoWorld: Geometry-Aware Monocular-to-Stereo Video Generation

Ke Xing, Xiaojie Jin, Longfei Li +8

The growing adoption of XR devices has fueled strong demand for high-quality stereo video, yet its production remains costly and artifact-prone. To address this challenge, we prese…

cs.CV2025

PanoWorld-X: Generating Explorable Panoramic Worlds via Sphere-Aware Video Diffusion

Yuyang Yin, HaoXiang Guo, Fangfu Liu +7

Generating a complete and explorable 360-degree visual world enables a wide range of downstream applications. While prior works have advanced the field, they remain constrained by…