James Matthew Rehg

Full Professor, University of Illinois at Urbana-Champaign

4 papers at NeurIPS 2025

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Poster Session 1

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Fine-Grained Preference Optimization Improves Spatial Reasoning in VLMs

#4812 · Yifan Shen, Yuanzhe Liu, Jingyuan Zhu, Xu Cao, Xiaofeng Zhang, Yixiao He, Wenming Ye, James Matthew Rehg, Ismini Lourentzou

Poster Session 3

2 papers

Thursday, December 4, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

DiffEye: Diffusion-Based Continuous Eye-Tracking Data Generation Conditioned on Natural Images

#1406 · Ozgur Kara, Harris Nisar, James Matthew Rehg

We propose DiffEye, a diffusion-based training framework designed to model continuous and diverse eye movement trajectories during free viewing of natural images.

Cue3D: Quantifying the Role of Image Cues in Single-Image 3D Generation

#4507 Spotlight · Xiang Li, Zirui Wang, Zixuan Huang, James Matthew Rehg

We present Cue3D, the first comprehensive, model-agnostic framework for quantifying the influence of individual image cues in single-image 3D generation.

Poster Session 5

1 paper

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Toward Human Deictic Gesture Target Estimation

#4800 · Xu Cao, Pranav Virupaksha, Sangmin Lee, Bolin Lai, Wenqi Jia, Jintai Chen, James Matthew Rehg

Proposed the task of human deictic gesture target estimation and the first model for this task.