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Wenyan Cong

9 accepted papers

2025

DynamicVerse: A Physically-Aware Multimodal Framework for 4D World Modeling

NeurIPS 2025poster

Understanding the dynamic physical world, characterized by its evolving 3D structure, real-world motion, and semantic content with textual descriptions, is crucial for human-agent interaction and enables embodied agents to perceive and act within real environments with human‑like capabilities. Howev…

Cited by 0SourceScholar
2025

Martian World Model: Controllable Video Synthesis with Physically Accurate 3D Reconstructions

NeurIPS 2025poster

The synthesis of realistic Martian landscape videos, essential for mission rehearsal and robotic simulation, presents unique challenges. These primarily stem from the scarcity of high-quality Martian data and the significant domain gap relative to terrestrial imagery. To address these challenges, we…

Cited by 0SourceScholar
2024

Large Spatial Model: End-to-end Unposed Images to Semantic 3D

NeurIPS 2024poster

Reconstructing and understanding 3D structures from a limited number of images is a classical problem in computer vision. Traditional approaches typically decompose this task into multiple subtasks, involving several stages of complex mappings between different data representations. For example, den…

2024

PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices

NeurIPS 2024poster

Electromagnetic field simulation is central to designing, optimizing, and validating photonic devices and circuits. However, costly computation associated with numerical simulation poses a significant bottleneck, hindering scalability and turnaround time in the photonic circuit design process. Neur…

2023

Enhancing NeRF akin to Enhancing LLMs: Generalizable NeRF Transformer with Mixture-of-View-Experts

ICCV 2023poster

Cross-scene generalizable NeRF models, which can directly synthesize novel views of unseen scenes, have become a new spotlight of the NeRF field. Several existing attempts rely on increasingly end-to-end "neuralized" architectures, i.e., replacing scene representation and/or rendering modules with p…

Cited by 21PDFcodeScholar
2022

Deep Video Harmonization With Color Mapping Consistency

IJCAI 2022poster

Video harmonization aims to adjust the foreground of a composite video to make it compatible with the background. So far, video harmonization has only received limited attention and there is no public dataset for video harmonization. In this work, we construct a new video harmonization dataset HYouT…

2022

High-Resolution Image Harmonization via Collaborative Dual Transformations

CVPR 2022poster

Given a composite image, image harmonization aims to adjust the foreground to make it compatible with the background. High-resolution image harmonization is in high demand, but still remains unexplored. Conventional image harmonization methods learn global RGB-to-RGB transformation which could effor…

Cited by 101PDFcodeScholar
2020

DoveNet: Deep Image Harmonization via Domain Verification

CVPR 2020poster

Image composition is an important operation in image processing, but the inconsistency between foreground and background significantly degrades the quality of composite image. Image harmonization, aiming to make the foreground compatible with the background, is a promising yet challenging task. Howe…

Cited by 260PDFcodeScholar