| May, 2025 |
Joined Mitsubishi Electric Research Laboratories as a research intern in Summer 2025.
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| Nov, 2024 |
Selected as one of the Top Reviewers of NeurIPS 2024.
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| Sep, 2024 |
D-LISA accepted to NeurIPS 2024.
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| Aug, 2023 |
Started as a Computer Science Ph.D. student at Purdue University.
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| Feb, 2023 |
HyperPC accepted to CVPR 2023.
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Research
I am broadly interested in computer vision, machine learning, and robotics, with a focus on
3D vision and multi-modal learning in open-world settings.
My prior work spans affordance generalization, 3D visual grounding and detection, and object point cloud completion.
My research goal is to develop computer vision techniques for real-world embodied agents and autonomous systems, enhancing their capability to perceive and reason effectively in uncertain environments.
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Auto-Vocabulary 3D Object Detection
Haomeng Zhang, Kuan-Chuan Peng, Suhas Lohit, Raymond A. Yeh
arXiv preprint, 2025
arXiv
We propose to study Auto-Vocabulary 3D Object Detection (AV3DOD), where the classes are automatically generated for the detected objects without any user input.
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Multi-Object 3D Grounding with Dynamic Modules and Language Informed Spatial Attention
Haomeng Zhang, Chiao-An Yang, Raymond A. Yeh
NeurIPS 2024
arXiv /
Project Page /
Code
Our proposed model D-LISA has a novel vision module that allows for a dynamic number of proposal boxes and extracts features from dynamic viewpoints per scene. Furthermore, we propose a fusion module that is spatially aware with explicit language conditioning.
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Hyperspherical Embedding for Point Cloud Completion
Junming Zhang, Haomeng Zhang, Ram Vasudevan, Matthew Johnson-Roberson
CVPR 2023
arXiv /
Project Page /
Code
We propose a hyperspherical module which could be inserted into any existing encoder-decoder structure and consistently improve the point cloud completion result in both single-task and multi-task learning.
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Service
Conference Reviewer: CVPR, ICCV, NeurIPS, ICLR, ICML.
Journal Reviewer: TMLR.
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Teaching
Purdue University
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CS 59300 Computer Vision with Deep Learning
FA 25
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CS 47100 Introduction to Artificial Intelligence
SP 26, SP 25, FA 24, SP 24, FA 23
- Guest Lecture on Supervised Learning - II: Model Search and Evaluation (SP 25)
- Guest Lecture on Supervised Learning - III: Deep Learning (SP 25)
University of Illinois at Urbana-Champaign
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CS 444 Deep Learning for Computer Vision
SP 23
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CS 441 Applied Machine Learning
FA 22, SP 22, FA 21
Shanghai Jiao Tong University
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Awards & Honors
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Top Reviewers, NeurIPS
2024
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Outstanding Graduate, Shanghai Municipal Education Commission
2021
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James B. Angell Scholar, University of Michigan
2021
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National Scholarship (Top 1%), Ministry of Education of China
2019
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Undergraduate Excellent Scholarship (Top 10%), Shanghai Jiao Tong University
2018, 2019
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