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Yuyang Yin

7 accepted papers

2026

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

ICML 2026spotlight

Achieving a complete and explorable 360-degree visual world is a cornerstone of immersive content creation. While recent advances in video generation have achieved impressive results, they follow a 2D paradigm that treats content generation as transitions of 2D pixels, lacking an intrinsic understan…

Cited by 0SourceScholar
2026

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

CVPR 2026

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 present **StereoWorld**, an **end-to-end framework** that repurposes a pretrained video generator for high-fidelity monocular-

Cited by 0SourceScholar
2025

CLIP-GS: Unifying Vision-Language Representation with 3D Gaussian Splatting

ICCV 2025poster

Recent works in 3D representation learning and multimodal pre-training have made remarkable progress. However, typically multimodal 3D models are only capable of handling point clouds. Compared to the emerging 3D representation technique, 3D Gaussian Splatting (3DGS), the spatially sparse point clou…

Cited by 0SourcePDFScholar
2025

ClassDiffusion: More Aligned Personalization Tuning with Explicit Class Guidance

ICLR 2025poster

Recent text-to-image customization works have proven successful in generating images of given concepts by fine-tuning diffusion models on a few examples. However, tuning-based methods inherently tend to overfit the concepts, resulting in failure to create the concept under multiple conditions (*e.g.…

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
2025

Reverse Region-to-Entity Annotation for Pixel-Level Visual Entity Linking

AAAI 2025technical

Visual Entity Linking (VEL) is a crucial task for achieving fine-grained visual understanding, matching objects within images (visual mentions) to entities in a knowledge base. Previous VEL tasks rely on textual inputs, but writing queries for complex scenes can be challenging. Visual inputs like cl…

2024

Diffusion4D: Fast Spatial-temporal Consistent 4D generation via Video Diffusion Models

NeurIPS 2024poster

The availability of large-scale multimodal datasets and advancements in diffusion models have significantly accelerated progress in 4D content generation. Most prior approaches rely on multiple images or video diffusion models, utilizing score distillation sampling for optimization or generating pse…

Cited by 32SourcePDFScholar