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Yancheng Cai

3 accepted papers

2026

M3ashy: Multi-Modal Material Synthesis via Hyperdiffusion

AAAI 2026technical

High-quality material synthesis is essential for replicating complex surface properties to create realistic scenes. Despite advances in the generation of material appearance based on analytic models, the synthesis of real-world measured BRDFs remains largely unexplored. To address this challenge, we

Cited by 0SourcePDFScholar
2025

Do Computer Vision Foundation Models Learn the Low-level Characteristics of the Human Visual System?

CVPR 2025highlight

Computer vision foundation models, such as DINO or OpenCLIP, are trained in a self-supervised manner on large image datasets. Analogously, substantial evidence suggests that the human visual system (HVS) is influenced by the statistical distribution of colors and patterns in the natural world, chara…

2023

Multi-Object Manipulation via Object-Centric Neural Scattering Functions

CVPR 2023poster

Learned visual dynamics models have proven effective for robotic manipulation tasks. Yet, it remains unclear how best to represent scenes involving multi-object interactions. Current methods decompose a scene into discrete objects, yet they struggle with precise modeling and manipulation amid challe…

Cited by 11SourcePDFScholar