Point clouds

5 papers across 3 sessions

Poster Session 1

2 papers

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

Exhibit Hall C,D,E

Effective Neural Approximations for Geometric Optimization Problems

#3516 · Samantha Chen, Oren Ciolli, Anastasios Sidiropoulos, Yusu Wang

We introduce neural approximation frameworks for approximating a family of geometric shape-fitting problems.

AutoHood3D: A Multi‑Modal Benchmark for Automotive Hood Design and Fluid–Structure Interaction

#2103 · Vansh Sharma, Harish Ganesh, Maryam Akram, Wanjiao Liu, Venkat Raman

AutoHood3D is a multi‑modal dataset of automotive hood variants—combining FSI simulations, STL meshes, natural‑language prompts, and standardized ML benchmarks—for generative engineering design and surrogate modeling.

Poster Session 3

1 paper

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

Exhibit Hall C,D,E

HiPoNet: A Multi-View Simplicial Complex Network for High Dimensional Point-Cloud and Single-Cell data

#1803 · Siddharth Viswanath, Hiren Madhu, Dhananjay Bhaskar, Jake Kovalic, Dave Johnson, Christopher Tape, Ian Adelstein, Rex Ying, Michael Perlmutter, Smita Krishnaswamy

Poster Session 5

2 papers

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

Exhibit Hall C,D,E

DeltaFlow: An Efficient Multi-frame Scene Flow Estimation Method

#4908 Spotlight · Qingwen Zhang, Xiaomeng Zhu, Yushan Zhang, Yixi Cai, Olov Andersson, Patric Jensfelt

CAGE: Continuity-Aware edGE Network Unlocks Robust Floorplan Reconstruction

#4414 · Yiyi Liu, Chunyang Liu, Bohan Wang, Weiqin Jiao, Bojian Wu, Lubin Fan, Yuwei Chen, Fashuai Li, Biao Xiong