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Jiale Xu

12 accepted papers

2026

IC-Custom: Diverse Image Customization via In-Context Learning

ICLR 2026poster

Image customization, a crucial technique for industrial media production, aims to generate content that is consistent with reference images. However, current approaches conventionally separate image customization into position-aware and position-free customization paradigms and lack a universal fram…

Cited by 0SourcecodeScholar
2026

Sculpt4D: Generating 4D Shapes via Sparse-Attention Diffusion Transformers

CVPR 2026

Recent breakthroughs in 3D generative modeling have yielded remarkable progress in static shape synthesis, yet truly dynamic 4D generation remains elusive, hindered by temporal artifacts and prohibitive computational demand. We present Sculpt4D, a native 4D generative framework that seamlessly integ

Cited by 2SourcecodeScholar
2025

DI-PCG: Diffusion-based Efficient Inverse Procedural Content Generation for High-quality 3D Asset Creation

CVPR 2025poster

Procedural Content Generation (PCG) is powerful in creating high-quality 3D contents, yet controlling it to produce desired shapes is difficult and often requires extensive parameter tuning. Inverse Procedural Content Generation aims to automatically find the best parameters under the input conditio…

Cited by 4SourcePDFScholar
2025

DepthSync: Diffusion Guidance-Based Depth Synchronization for Scale- and Geometry-Consistent Video Depth Estimation

ICCV 2025poster

Diffusion-based video depth estimation methods have achieved remarkable success with strong generalization ability. However, predicting depth for long videos remains challenging. Existing methods typically split videos into overlapping sliding windows, leading to accumulated scale discrepancies acro…

Cited by 0SourcePDFScholar
2025

NVComposer: Boosting Generative Novel View Synthesis with Multiple Sparse and Unposed Images

CVPR 2025poster

Recent advancements in generative models have significantly improved novel view synthesis (NVS) from multi-view data. However, existing methods depend on external multi-view alignment processes, such as explicit pose estimation or pre-reconstruction, which limits their flexibility and accessibility,…

Cited by 1SourcePDFScholar
2024

MeshSegmenter: Zero-Shot Mesh Segmentation via Texture Synthesis

ECCV 2024poster

"We present MeshSegmenter, a simple yet effective framework designed for zero-shot 3D semantic segmentation. This model successfully extends the powerful capabilities of 2D segmentation models to 3D meshes, delivering accurate 3D segmentation across diverse meshes and segment descriptions. Specifica…

2023

Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models

CVPR 2023poster

Recent CLIP-guided 3D optimization methods, such as DreamFields and PureCLIPNeRF, have achieved impressive results in zero-shot text-to-3D synthesis. However, due to scratch training and random initialization without prior knowledge, these methods often fail to generate accurate and faithful 3D stru…

2022

UNIF: United Neural Implicit Functions for Clothed Human Reconstruction and Animation

ECCV 2022poster

"We propose united implicit functions (UNIF), a part-based method for clothed human reconstruction and animation with raw scans and skeletons as the input. Previous part-based methods for human reconstruction rely on ground-truth part labels from SMPL and thus are limited to minimal-clothed humans.…

2021

Layout-Guided Novel View Synthesis From a Single Indoor Panorama

CVPR 2021poster

Existing view synthesis methods mainly focus on the perspective images and have shown promising results. However, due to the limited field-of-view of the pinhole camera, the performance quickly degrades when large camera movements are adopted. In this paper, we make the first attempt to generate nov…

Cited by 28PDFcodeScholar