Zhi-Qi Cheng, Ph.D.

Assistant Professor of Computer Science & Systems

Multimodal Generative AI · Embodied Intelligence · Intelligent Transportation

Ex-CMU, Google, Microsoft · Intel Ph.D. Fellowship · IBM Outstanding Student Scholarship

  • 📧 Email: zhiqics@uw.edu
  • ☎︎ Phone:  412‑623‑9121
  • 📍 Office: Milgard Hall 221.6

Selected Publications

View my  full publication list on Google Scholar ↗

2025 Emotion-LLaMA – NeurIPS 24
Emotion-LLaMA

Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning

[Code][Colab]

Zebang Cheng; Zhi-Qi Cheng*; Jun-Yan He; Kai Wang; Yuxiang Lin; Zheng Lian; Xiaojiang Peng; Alexander Hauptmann

(NeurIPS 2024) Advances in Neural Information Processing Systems, 2024

Calibrated Robust Fine-Tuning

Towards Calibrated Robust Fine-Tuning of Vision-Language Models

[Code]

Changdae Oh; Hyesu Lim; Mijoo Kim; Dongyoon Han; Sangdoo Yun; Jaegul Choo; Alexander Hauptmann; Zhi-Qi Cheng*; Kyungwoo Song

(NeurIPS 2024; CMU 11775 course project) Advances in Neural Information Processing Systems, 2024

Human-Aware VL Navigation

Human-Aware Vision-and-Language Navigation: Bridging Simulation to Reality with Dynamic Human Interactions

[Code][Project Page]

Heng Li; Minghan Li; Zhi-Qi Cheng*; Yifei Dong; Yuxuan Zhou; Jun-Yan He; Qi Dai; Teruko Mitamura; Alexander Hauptmann

(NeurIPS 2024 Spotlight) Advances in Neural Information Processing Systems, 2024

MetaDesigner

MetaDesigner: Advancing Artistic Typography Through AI-Driven, User-Centric, and Multilingual WordArt Synthesis

[Project Page]

Jun-Yan He; Zhi-Qi Cheng*; Chenyang Li; Jingdong Sun; Qi He; Wangmeng Xiang; Hanyuan Chen; Jin-Peng Lan; Xianhui Lin; Kang Zhu; et al.

(ICLR 2025; WordArt; ~1M visits) International Conference on Learning Representations, 2025

Dataset Distillation via DF

Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios

[Code]

Kai Wang; Zekai Li; Zhi-Qi Cheng*; Samir Khaki; Ahmad Sajedi; Ramakrishna Vedantam; Konstantinos N. Plataniotis; Alexander Hauptmann; Yang You

(CVPR 2025) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2025

StableAnimator

StableAnimator: High-Quality Identity-Preserving Human Image Animation

[Code][Huggingface][Youtube]

Shuyuan Tu; Zhen Xing; Xintong Han; Zhi-Qi Cheng; Qi Dai; Chong Luo; Zuxuan Wu

(CVPR 2025) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2025

Video-Grounded Dialogue

Video-Grounded Dialogue: New dataset and metric for event-driven QA.

[Code]

Wiradee Imrattanatrai; Masaki Asada; Kimihiro Hasegawa; Zhi-Qi Cheng; Ken Fukuda; Teruko Mitamura

(AAAI 2025 Oral) AAAI Conference on Artificial Intelligence, 2025

POPoS

POPoS: Improving Efficient and Robust Facial Landmark Detection with Parallel Optimal Position Search

[Code]

Chong-Yang Xiang; Jun-Yan He; Zhi-Qi Cheng; Xiao Wu; Xian-Sheng Hua

(AAAI 2025) AAAI Conference on Artificial Intelligence, 2025

ProMQA

ProMQA: Question Answering Dataset for Multimodal Procedural Activity Understanding

[Code]

Kimihiro Hasegawa; Wiradee Imrattanatrai; Zhi-Qi Cheng; Masaki Asada; Susan Holm; Yuran Wang; Ken Fukuda; Teruko Mitamura

(NAACL 2025 Oral) Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics, 2025

DyRoNet

DyRoNet: Dynamic Routing and Low-Rank Adapters for Autonomous-Driving Streaming Perception

[Code]

[Project Page]

Xiang Huang; Zhi-Qi Cheng*; Jun-Yan He; Chenyang Li; Wangmeng Xiang; Baigui Sun

(WACV 2025) IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

UCDR-Adapter

UCDR-Adapter: Exploring Adaptation of Pre-Trained Vision–Language Models for Universal Cross-Domain Retrieval

[Code]

Haoyu Jiang; Zhi-Qi Cheng*; Gabriel Moreira; Jiawen Zhu; Jingdong Sun; Bukun Ren; Jun-Yan He; Qi Dai; Xian-Sheng Hua

(WACV 2025) IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

BlackVIP++

Black-Box Visual Prompting for Robust Adaptation of Foundation Models

[Code]

Changdae Oh; Gyeongdeok Seo; Geunyoung Jung; Zhi-Qi Cheng*; Hosik Choi; Jiyoung Jung; Kyungwoo Song

(BlackVIP (CVPR'23 ext.), submitted to TPAMI) IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025

2024 BlockGCN - CVPR 24
BlockGCN

BlockGCN: Redefine Topology Awareness for Skeleton-Based Action Recognition

[Code]

Yuxuan Zhou; Xudong Yan; Zhi-Qi Cheng*; Yan Yan; Qi Dai; Xian-Sheng Hua

(CVPR 2024) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2024

MotionEditor

MotionEditor: Editing Video Motion via Content-Aware Diffusion

[Code]

Shuyuan Tu; Qi Dai; Zhi-Qi Cheng; Han Hu; Xintong Han; Zuxuan Wu; Yu-Gang Jiang

(CVPR 2024) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2024

PROS

PROS: Prompting-to-Simulate Generalized Knowledge for Universal Cross-Domain Retrieval

[Code]

Kaipeng Fang; Jingkuan Song; Lianli Gao; Pengpeng Zeng; Zhi-Qi Cheng; Xiyao Li; Heng-Tao Shen

(CVPR 2024) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2024

Shield

Shield: LLM-Driven Schema Induction for Predictive Analytics in EV Battery Supply-Chain Disruptions

[Code]

Zhi-Qi Cheng; Yifei Dong; Aike Shi; Wei Liu; Yuzhi Hu; Jason O’Connor; Alexander Hauptmann; Kate Whitefoot

(EMNLP 2024 Oral, Industry Track) Conference on Empirical Methods in Natural Language Processing, 2024

DCPT

DCPT: Darkness Clue-Prompted Tracking in Night-Time UAVs

[Code]

Jiawen Zhu; Huayi Tang; Zhi-Qi Cheng; Jun-Yan He; Bin Luo; Shihao Qiu; Shengming Li; Huchuan Lu

(ICRA 2024) IEEE International Conference on Robotics and Automation, 2024

FaceChain-ImagineID

FaceChain-ImagineID: High-Fidelity Diverse Talking Faces from Disentangled Audio

[Code]

Chao Xu; Yang Liu; Jiazheng Xing; Weida Wang; Mingze Sun; Jun Dan; Tianxin Huang; Siyuan Li; Zhi-Qi Cheng; Ying Tai; et al.

(CVPR 2024; Part of FaceChain (9.3K GitHub stars)) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2024

WordArt Designer API

WordArt Designer API: Artistic Typography with LLMs on ModelScope

[Code]

Jun-Yan He; Zhi-Qi Cheng*; Chenyang Li; Jingdong Sun; Xianhui Lin; Xiaoyang Kang; Zengke Jin; Yusen Hu; Bin Luo; et al.

Spotlight @ NeurIPS ML4Creativity workshop

2023 DAMO-StreamNet - IJCAI 23
DAMO-StreamNet

DAMO-StreamNet: Optimizing Streaming Perception in Autonomous Driving

[Code]

Jun-Yan He; Zhi-Qi Cheng*; Chenyang Li; Wangmeng Xiang; Binghui Chen; Bin Luo; Yifeng Geng; Xuansong Xie

(IJCAI 2023) International Joint Conference on Artificial Intelligence, 2023

HDFormer

HDFormer: High-Order Directed Transformer for 3D Human Pose Estimation

[Code]

Hanyuan Chen; Jun-Yan He; Wangmeng Xiang; Zhi-Qi Cheng*; Wei Liu; Hanbing Liu; Bin Luo; Yifeng Geng; Xuansong Xie

(IJCAI 2023) International Joint Conference on Artificial Intelligence, 2023

Implicit Temporal Alignment

Implicit Temporal Modeling with Learnable Alignment for Video Recognition

[Code]

Shuyuan Tu; Qi Dai; Zuxuan Wu; Zhi-Qi Cheng; Han Hu; Yu-Gang Jiang

(ICCV 2023 Oral) International Conference on Computer Vision, 2023

ChartReader

ChartReader: A Unified Framework for Chart Derendering and Comprehension Without Heuristic Rules

[Code]

Zhi-Qi Cheng; Qi Dai; Alexander G. Hauptmann

(ICCV 2023) International Conference on Computer Vision, 2023

WordArt Designer

WordArt Designer: User-Driven Artistic Typography Synthesis Using Large Language Models

[Project Page]

Jun-Yan He; Zhi-Qi Cheng*; Chenyang Li; Jingdong Sun; Wangmeng Xiang; Xianhui Lin; Xiaoyang Kang; Zengke Jin; Yusen Hu; Bin Luo; et al.

(EMNLP 2023, Industry Track) Conference on Empirical Methods in Natural Language Processing, 2023

KeyPosS

KeyPosS: Plug-and-Play Facial Landmark Detection through GPS-Inspired True-Range Multilateration

[Code]

Xu Bao; Zhi-Qi Cheng*; Jun-Yan He; Wangmeng Xiang; Chenyang Li; Jingdong Sun; Hanbing Liu; Wei Liu; Bin Luo; Yifeng Geng; et al.

(ACM-MM 2023) ACM International Conference on Multimedia, 2023

Posynda

Posynda: Multi-Hypothesis Pose Synthesis Domain Adaptation for Robust 3D Human Pose Estimation

[Code]

Hanbing Liu; Jun-Yan He; Zhi-Qi Cheng*; Wangmeng Xiang; Qize Yang; Wenhao Chai; Gaoang Wang; Xu Bao; Bin Luo; Yifeng Geng; et al.

(ACM-MM 2023) ACM International Conference on Multimedia, 2023

≤ 2022 Rethinking Spatial Invariance – CVPR 22
Rethinking Spatial Invariance

Rethinking Spatial Invariance of Convolutional Networks for Object Counting

[Code]

Zhi-Qi Cheng; Qi Dai; Hong Li; Jingkuan Song; Xiao Wu; Alexander G. Hauptmann

(CVPR 2022; used for WaPo's Pulitzer coverage) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2022

GSRFormer

GSRFormer: Grounded Situation Recognition Transformer with Alternate Semantic Attention

[Code]

Zhi-Qi Cheng; Qi Dai; Siyao Li; Teruko Mitamura; Alexander Hauptmann

(ACM-MM 2022 Oral) ACM International Conference on Multimedia, 2022

Learning Spatial Awareness

Learning Spatial Awareness to Improve Crowd Counting

Zhi-Qi Cheng*; Jun-Xiu Li*; Qi Dai; Xiao Wu; Alexander G. Hauptmann

(ICCV 2019 (Oral); CMU's INF-Public-Safety-Tools) International Conference on Computer Vision, 2019

Video2Shop

Video2Shop: Exact Matching Clothes in Videos to Online Shopping Images

Zhi-Qi Cheng; Xiao Wu; Yang Liu; Xian-Sheng Hua

(CVPR 2017; Alibaba Pailitao (~500M users)) IEEE/CVF Computer Vision and Pattern Recognition Conference, 2017

Video E-commerce++

Video eCommerce++: Toward Large-Scale Online Video Advertising

Zhi-Qi Cheng; Xiao Wu; Yang Liu; Xian-Sheng Hua

(ACM-MM 2017 Oral; ACM-SCF Best Student Paper) ACM International Conference on Multimedia, 2016

Publications List

View my  full publication list on Google Scholar ↗