activity
20232026
most citedTransfer Learning for Bayesian Optimization on Heterogeneous Search Spaces

4 citations · 5 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CV2026

Ultra Flash: Scaling Real-Time Streaming Video Generation to High Resolutions

Xin Lu, Luxury, Jie Huang +27

While recent autoregressive video diffusion models achieve remarkable streaming quality, they remain confined to low resolutions (e.g., 480P), leaving efficient, scalable, real-tim…

cs.GR2026

JoyAI-Image: Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation

Lin Song, Wenbo Li, Guoqing Ma +16

We present JoyAI-Image, a unified multimodal foundation model for visual understanding, text-to-image generation, and instruction-guided image editing. JoyAI-Image couples a spatia…

cs.CV2026

Under One Sun: Multi-Object Generative Perception of Materials and Illumination

Nobuo Yoshii, Xinran Nicole Han, Ryo Kawahara +2

We introduce Multi-Object Generative Perception (MultiGP), a generative inverse rendering method for stochastic sampling of all radiometric constituents -- reflectance, texture, an…

cs.CV2025

Generative Perception of Shape and Material from Differential Motion

Xinran Nicole Han, Ko Nishino, Todd Zickler

Perceiving the shape and material of an object from a single image is inherently ambiguous, especially when lighting is unknown and unconstrained. Despite this, humans can often di…

cs.CV2024★ 1 cited

Multistable Shape from Shading Emerges from Patch Diffusion

Xinran Nicole Han, Todd Zickler, Ko Nishino

Models for inferring monocular shape of surfaces with diffuse reflection -- shape from shading -- ought to produce distributions of outputs, because there are fundamental mathemati…

cs.LG2023★ 4 cited

Transfer Learning for Bayesian Optimization on Heterogeneous Search Spaces

Zhou Fan, Xinran Han, Zi Wang

Bayesian optimization (BO) is a popular black-box function optimization method, which makes sequential decisions based on a Bayesian model, typically a Gaussian process (GP), of th…