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Huanyi Zheng

3 accepted papers

2026

Exploring Spatial Intelligence from a Generative Perspective

CVPR 2026

Spatial intelligence is essential for multimodal large language models, yet current benchmarks largely assess it only from an understanding perspective. We ask whether modern generative or unified multimodal models also possess generative spatial intelligence (GSI)--the ability to respect and manipu

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2026

Unlocking the Power of Critical Factors for 3D Visual Geometry Estimation

CVPR 2026

Feed-forward visual geometry estimation has recently made rapid progress. However, an important gap remains: multi-frame models usually produce better cross-frame consistency, yet they often underperform strong per-frame methods on single-frame accuracy. This observation motivates our systematic inv

Cited by 0SourcecodeScholar
2025

DICEPTION: A Generalist Diffusion Model for Visual Perceptual Tasks

NeurIPS 2025spotlight

This paper's primary objective is to develop a robust generalist perception model capable of addressing multiple tasks under constraints of computational resources and limited training data. We leverage text-to-image diffusion models pre-trained on billions of images and successfully introduce our D…

Cited by 0SourcecodeScholar