Jia Deng

Full Professor, Princeton University

3 papers at NeurIPS 2025

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Poster Session 1

1 paper

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

Exhibit Hall C,D,E

VLMs have Tunnel Vision: Evaluating Nonlocal Visual Reasoning in Leading VLMs

#4911 Spotlight · Shmuel Berman, Jia Deng

Our structured dataset allows us to analyze how model vision compares to human perception and to determine whether VLMs perform similar visual reasoning algorithms as humans can.

Poster Session 3

1 paper

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

Exhibit Hall C,D,E

InFlux: A Benchmark for Self-Calibration of Dynamic Intrinsics of Video Cameras

#4512 · Erich Liang, Roma Bhattacharjee, Sreemanti Dey, Rafael Moschopoulos, Caitlin Wang, Michel Liao, Grace Tan, Andrew Wang, Karhan Kayan, Stamatis Alexandropoulos, Jia Deng

InFlux is the first real-world benchmark that provides per-frame ground truth camera intrinsics for videos with dynamic intrinsics, and current baselines struggle to predict accurate intrinsics on our benchmark.

Poster Session 4

1 paper

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Evaluating Robustness of Monocular Depth Estimation with Procedural Scene Perturbations

#4516 · John Nugent, Siyang Wu, Zeyu Ma, Beining Han, Meenal Parakh, Abhishek Joshi, Lingjie Mei, Alexander Raistrick, Xinyuan Li, Jia Deng