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Xingyu Ren

13 accepted papers

2026

Dens3R: A Foundation Model for 3D Geometry Prediction

ICLR 2026poster

Recent advances in dense 3D reconstruction have led to significant progress, yet achieving accurate unified geometric prediction remains a major challenge. Most existing methods are limited to predicting a single geometry quantity from input images. However, geometric quantities such as depth, surfa…

Cited by 0SourcecodeScholar
2026

MoRE: 3D Visual Geometry Reconstruction Meets Mixture-of-Experts

CVPR 2026

Recent advances in language and vision have demonstrated that scaling up model capacity consistently improves performance across diverse tasks.In 3D visual geometry reconstruction, large-scale training has likewise proven effective for learning versatile representations.However, further scaling of 3

Cited by 0SourcecodeScholar
2025

AeroGTO: An Efficient Graph-Transformer Operator for Learning Large-Scale Aerodynamics of 3D Vehicle Geometries

AAAI 2025technical

Obtaining high-precision aerodynamics in the automotive industry relies on large-scale simulations with computational fluid dynamics, which are generally time-consuming and computationally expensive. Recent advances in operator learning for partial differential equations offer promising improvements…

2025

HUST: High-Fidelity Unbiased Skin Tone Estimation via Texture Quantization

ICCV 2025poster

Recent 3D facial reconstruction methods have made significant progress in shape estimation, but high-fidelity unbiased facial albedo estimation remains challenging. Existing methods rely on expensive light-stage captured data, and while they have made progress in either high-fidelity reconstruction…

2025

Multimodal Latent Diffusion Model for Complex Sewing Pattern Generation

ICCV 2025poster

Generating sewing patterns in garment design is receiving increasing attention due to its CG-friendly and flexible-editing nature. Previous sewing pattern generation methods have been able to produce exquisite clothing, but struggle to design complex garments with detailed control. To address these…

Cited by 0SourcePDFScholar
2025

S^3-Face: SSS-Compliant Facial Reflectance Estimation via Diffusion Priors

CVPR 2025poster

Recent 3D face reconstruction methods have made remarkable advancements, yet achieving high-quality facial reflectance from monocular input remains challenging. Existing methods rely on the light-stage captured data to learn facial reflectance models. However, limited subject diversity in these data…

Cited by 0SourcePDFScholar
2025

Towards High-fidelity 3D Talking Avatar with Personalized Dynamic Texture

CVPR 2025poster

Significant progress has been made for speech-driven 3D face animation, but most works focus on learning the motion of mesh/geometry, ignoring the impact of dynamic texture. In this work, we reveal that dynamic texture plays a key role in rendering high-fidelity talking avatars, and introduce a high…

2025

Uncertainty-Informed Meta Pseudo Labeling for Surrogate Modeling with Limited Labeled Data

NeurIPS 2025poster

Deep neural networks, particularly neural operators, provide an efficient alternative to costly simulations in surrogate modeling. However, their performance is often constrained by the need for large-scale labeled datasets, which are costly and challenging to acquire in many scientific domains. Sem…

Cited by 0SourcecodeScholar
2024

3D-Aware Face Editing via Warping-Guided Latent Direction Learning

CVPR 2024poster

3D facial editing a longstanding task in computer vision with broad applications is expected to fast and intuitively manipulate any face from arbitrary viewpoints following the user's will. Existing works have limitations in terms of intuitiveness generalization and efficiency. To overcome these cha…

2024

Monocular Identity-Conditioned Facial Reflectance Reconstruction

CVPR 2024poster

Recent 3D face reconstruction methods have made remarkable advancements yet there remain huge challenges in monocular high-quality facial reflectance reconstruction. Existing methods rely on a large amount of light-stage captured data to learn facial reflectance models. However the lack of subject d…

Cited by 3SourcePDFScholar
2024

PAPM: A Physics-aware Proxy Model for Process Systems

ICML 2024poster

In the context of proxy modeling for process systems, traditional data-driven deep learning approaches frequently encounter significant challenges, such as substantial training costs induced by large amounts of data, and limited generalization capabilities. As a promising alternative, physics-aware…

2024

Topo4D: Topology-Preserving Gaussian Splatting for High-Fidelity 4D Head Capture

ECCV 2024poster

"Recent significant advances in high-quality face reconstruction have been made, but challenges remain in 4D face asset reconstruction. 4D head capture aims to generate dynamic topological meshes and corresponding texture maps from videos, which is widely utilized in movies and games for its ability…

2023

Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues

CVPR 2023highlight

Recent 3D face reconstruction methods have made significant advances in geometry prediction, yet further cosmetic improvements are limited by lagged albedo because inferring albedo from appearance is an ill-posed problem. Although some existing methods consider prior knowledge from illumination to i…

Cited by 6SourcePDFScholar