Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells. - Vladimir Nekrasov; Hao Chen 041; Chunhua Shen; Ian D. Reid 001 (CVPR, 2019)

FCOS: Fully Convolutional One-Stage Object Detection. - Zhi Tian; Chunhua Shen; Hao Chen 041; Tong He 001 (ICCV, 2019)

Light-Weight Hybrid Convolutional Network for Liver Tumor Segmentation. - Jianpeng Zhang; Yutong Xie 001; Pingping Zhang; Hao Chen 041; Yong Xia 001; Chunhua Shen (IJCAI, 2019)

NAS-FCOS: Fast Neural Architecture Search for Object Detection. - Ning Wang 020; Yang Gao 001; Hao Chen 041; Peng Wang 015; Zhi Tian; Chunhua Shen (CoRR, 2019)

Training Compact Neural Networks via Auxiliary Overparameterization. - Yifan Liu 001; Bohan Zhuang; Chunhua Shen; Hao Chen 041; Wei Yin 006 (CoRR, 2019)

IR-NAS: Neural Architecture Search for Image Restoration. - Haokui Zhang; Ying Li 017; Hao Chen 041; Chunhua Shen (CoRR, 2019)

DirectPose: Direct End-to-End Multi-Person Pose Estimation. - Zhi Tian; Hao Chen 041; Chunhua Shen (CoRR, 2019)

Exploring the Capacity of Sequential-free Box Discretization Network for Omnidirectional Scene Text Detection. - Yuliang Liu; Tong He 001; Hao Chen 041; Xinyu Wang 010; Canjie Luo; Shuaitao Zhang; Chunhua Shen; Lianwen Jin (CoRR, 2019)

BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation. - Hao Chen 041; Kunyang Sun; Zhi Tian; Chunhua Shen; Yongming Huang 001; Youliang Yan (CVPR, 2020)

ABCNet: Real-Time Scene Text Spotting With Adaptive Bezier-Curve Network. - Yuliang Liu; Hao Chen 041; Chunhua Shen; Tong He 001; Lianwen Jin; Liangwei Wang (CVPR, 2020)

NAS-FCOS: Fast Neural Architecture Search for Object Detection. - Ning Wang 020; Yang Gao 001; Hao Chen 041; Peng Wang 015; Zhi Tian; Chunhua Shen; Yanning Zhang 001 (CVPR, 2020)

Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising. - Haokui Zhang; Ying Li 017; Hao Chen 041; Chunhua Shen (CVPR, 2020)

Conditional Convolutions for Instance Segmentation. - Zhi Tian; Chunhua Shen; Hao Chen 041 (ECCV (1), 2020)

Architecture Search of Dynamic Cells for Semantic Video Segmentation. - Vladimir Nekrasov; Hao Chen 041; Chunhua Shen; Ian D. Reid 001 (WACV, 2020)

Unifying Instance and Panoptic Segmentation with Dynamic Rank-1 Convolutions. - Hao Chen 041; Chunhua Shen; Zhi Tian (CoRR, 2020)

Adversarial Learning of Structure-Aware Fully Convolutional Networks for Landmark Localization. - Yu Chen 037; Chunhua Shen; Hao Chen 041; Xiu-Shen Wei; Lingqiao Liu; Jian Yang 003 (IEEE Trans. Pattern Anal. Mach. Intell., 2020)

Dual Graph Convolutional Networks for Aspect-based Sentiment Analysis. - Ruifan Li; Hao Chen 041; Fangxiang Feng; Zhanyu Ma; Xiaojie Wang 006; Eduard H. Hovy (ACL/IJCNLP (1), 2021)

Generic Perceptual Loss for Modeling Structured Output Dependencies. - Yifan Liu 001; Hao Chen 041; Yu Chen 037; Wei Yin 006; Chunhua Shen (CVPR, 2021)

BoxInst: High-Performance Instance Segmentation With Box Annotations. - Zhi Tian; Chunhua Shen; Xinlong Wang; Hao Chen 041 (CVPR, 2021)

Multi-intersection Traffic Optimisation: A Benchmark Dataset and a Strong Baseline. - Hu Wang 005; Hao Chen 041; Qi Wu 001; Congbo Ma; Yidong Li; Chunhua Shen (CoRR, 2021)

Deep Learning for Source Code Modeling and Generation: Models, Applications, and Challenges. - Triet Huynh Minh Le; Hao Chen 041; Muhammad Ali Babar 001 (ACM Comput. Surv., 2021)

Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection. - Yuliang Liu; Tong He 001; Hao Chen 041; Xinyu Wang 010; Canjie Luo; Shuaitao Zhang; Chunhua Shen; Lianwen Jin (Int. J. Comput. Vis., 2021)

NAS-FCOS: Efficient Search for Object Detection Architectures. - Ning Wang 020; Yang Gao 001; Hao Chen 041; Peng Wang 015; Zhi Tian; Chunhua Shen; Yanning Zhang 001 (Int. J. Comput. Vis., 2021)

Learning deep part-aware embedding for person retrieval. - Yang Zhao 019; Chunhua Shen; Xiaohan Yu 001; Hao Chen 041; Yongsheng Gao 001; Shengwu Xiong 001 (Pattern Recognit., 2021)

Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction. - Hao Chen 041; Zepeng Zhai; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (ACL (1), 2022)

Dual Decision Improves Open-Set Panoptic Segmentation. - Haiming Xu; Hao Chen 041; Lingqiao Liu; Yufei Yin (BMVC, 2022)

COM-MRC: A COntext-Masked Machine Reading Comprehension Framework for Aspect Sentiment Triplet Extraction. - Zepeng Zhai; Hao Chen 041; Fangxiang Feng; Ruifan Li; Xiaojie Wang 006 (EMNLP, 2022)

Exploiting Correspondences with All-pairs Correlations for Multi-view Depth Estimation. - Kai Cheng; Hao Chen 041; Wei Yin 006; Guangkai Xu; Xuejin Chen (CoRR, 2022)

Two-stage Decision Improves Open-Set Panoptic Segmentation. - Hai-Ming Xu; Hao Chen 041; Lingqiao Liu; Yufei Yin (CoRR, 2022)

Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration. - Haokui Zhang; Ying Li 017; Hao Chen 041; Chengrong Gong; Zongwen Bai; Chunhua Shen (Int. J. Comput. Vis., 2022)

ABCNet v2: Adaptive Bezier-Curve Network for Real-Time End-to-End Text Spotting. - Yuliang Liu; Chunhua Shen; Lianwen Jin; Tong He 001; Peng Chen 037; Chongyu Liu; Hao Chen 041 (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

FCOS: A Simple and Strong Anchor-Free Object Detector. - Zhi Tian; Chunhua Shen; Hao Chen 041; Tong He 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

USSA: A Unified Table Filling Scheme for Structured Sentiment Analysis. - Zepeng Zhai; Hao Chen 041; Ruifan Li; Xiaojie Wang 006 (ACL (1), 2023)

Learning to Fuse Monocular and Multi-view Cues for Multi-frame Depth Estimation in Dynamic Scenes. - Rui Li 013; Dong Gong; Wei Yin 006; Hao Chen 041; Yu Zhu 004; Kaixuan Wang; Xiaozhi Chen; Jinqiu Sun; Yanning Zhang 001 (CVPR, 2023)

The Second Monocular Depth Estimation Challenge. - Jaime Spencer; C. Stella Qian; Michaela Trescakova; Chris Russell 001; Simon Hadfield; Erich W. Graf; Wendy J. Adams; Andrew J. Schofield; James H. Elder; Richard Bowden; Ali Anwar 002; Hao Chen 041; et al. (CVPR Workshops, 2023)

Learning Conditional Attributes for Compositional Zero-Shot Learning. - Qingsheng Wang; Lingqiao Liu; Chenchen Jing; Hao Chen 041; Guoqiang Liang 001; Peng Wang 015; Chunhua Shen (CVPR, 2023)

Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image. - Wei Yin 006; Chi Zhang 007; Hao Chen 041; Zhipeng Cai; Gang Yu 002; Kaixuan Wang; Xiaozhi Chen; Chunhua Shen (ICCV, 2023)

FrozenRecon: Pose-free 3D Scene Reconstruction with Frozen Depth Models. - Guangkai Xu; Wei Yin 006; Hao Chen 041; Chunhua Shen; Kai Cheng; Feng Zhao 004 (ICCV, 2023)

CTVIS: Consistent Training for Online Video Instance Segmentation. - Kaining Ying; Qing Zhong; Weian Mao; Zhenhua Wang 003; Hao Chen 041; Lin Yuanbo Wu; Yifan Liu 001; Chengxiang Fan; Yunzhi Zhuge; Chunhua Shen (ICCV, 2023)

SegPrompt: Boosting Open-world Segmentation via Category-level Prompt Learning. - Muzhi Zhu; Hengtao Li; Hao Chen 041; Chengxiang Fan; Weian Mao; Chenchen Jing; Yifan Liu 001; Chunhua Shen (ICCV, 2023)

Progressive Feature Adjustment for Semi-supervised Learning from Pretrained Models. - Hai-Ming Xu; Lingqiao Liu; Hao Chen 041; Ehsan Abbasnejad; Rafael Felix (ICCV (Workshops), 2023)

DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion Models. - Weijia Wu 001; Yuzhong Zhao; Hao Chen 041; Yuchao Gu; Rui Zhao 001; Yefei He; Hong Zhou; Mike Zheng Shou; Chunhua Shen (NeurIPS, 2023)

Zero-Shot Video Editing Using Off-The-Shelf Image Diffusion Models. - Wen Wang 015; Kangyang Xie; Zide Liu; Hao Chen 041; Yue Cao 001; Xinlong Wang; Chunhua Shen (CoRR, 2023)

Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning. - Mingyang Zhang 007; Hao Chen 041; Chunhua Shen; Zhen Yang 009; Linlin Ou; Xinyi Yu; Bohan Zhuang (CoRR, 2023)

Efficient Anomaly Detection with Budget Annotation Using Semi-Supervised Residual Transformer. - Hanxi Li; Jingqi Wu; Hao Chen 041; Mingwen Wang 001; Chunhua Shen (CoRR, 2023)

RGM: A Robust Generalist Matching Model. - Songyan Zhang; Xinyu Sun; Hao Chen 041; Bo Li 090; Chunhua Shen (CoRR, 2023)

Object-aware Inversion and Reassembly for Image Editing. - Zhen Yang 009; Dinggang Gui; Wen Wang 015; Hao Chen 041; Bohan Zhuang; Chunhua Shen (CoRR, 2023)

AutoStory: Generating Diverse Storytelling Images with Minimal Human Effort. - Wen Wang 015; Canyu Zhao; Hao Chen 041; Zhekai Chen; Kecheng Zheng; Chunhua Shen (CoRR, 2023)

GenDeF: Learning Generative Deformation Field for Video Generation. - Wen Wang 015; Kecheng Zheng; Qiuyu Wang; Hao Chen 041; Zifan Shi; Ceyuan Yang; Yujun Shen; Chunhua Shen (CoRR, 2023)

A Dynamic Feature Interaction Framework for Multi-task Visual Perception. - Yuling Xi; Hao Chen 041; Ning Wang 020; Peng Wang 015; Yanning Zhang 001; Chunhua Shen; Yifan Liu 001 (Int. J. Comput. Vis., 2023)

Instance and Panoptic Segmentation Using Conditional Convolutions. - Zhi Tian; Bowen Zhang 009; Hao Chen 041; Chunhua Shen (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Retrieval-Augmented Primitive Representations for Compositional Zero-Shot Learning. - Chenchen Jing; Yukun Li; Hao Chen 041; Chunhua Shen (AAAI, 2024)

Revisiting Open-Set Panoptic Segmentation. - Yufei Yin; Hao Chen 041; Wengang Zhou 001; Jiajun Deng; Haiming Xu; Houqiang Li (AAAI, 2024)

LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning. - Mingyang Zhang 007; Hao Chen 041; Chunhua Shen; Zhen Yang 009; Linlin Ou; Xinyi Yu; Bohan Zhuang (ACL (Findings), 2024)

FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept Composition. - Ganggui Ding; Canyu Zhao; Wen Wang 015; Zhen Yang 009; Zide Liu; Hao Chen 041; Chunhua Shen (CVPR, 2024)

DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data. - Chengxiang Fan; Muzhi Zhu; Hao Chen 041; Yang Liu 357; Weijia Wu 001; Huaqi Zhang; Chunhua Shen (CVPR, 2024)

FreeCompose: Generic Zero-Shot Image Composition with Diffusion Prior. - Zhekai Chen; Wen Wang 015; Zhen Yang 009; Zeqing Yuan; Hao Chen 041; Chunhua Shen (ECCV (17), 2024)

Object-Aware Inversion and Reassembly for Image Editing. - Zhen Yang 009; Ganggui Ding; Wen Wang 015; Hao Chen 041; Bohan Zhuang; Chunhua Shen (ICLR, 2024)

Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching. - Yang Liu 357; Muzhi Zhu; Hengtao Li; Hao Chen 041; Xinlong Wang; Chunhua Shen (ICLR, 2024)

De novo Protein Design Using Geometric Vector Field Networks. - Weian Mao; Muzhi Zhu; Zheng Sun; Shuaike Shen; Lin Yuanbo Wu; Hao Chen 041; Chunhua Shen (ICLR, 2024)

Generative Active Learning for Long-tailed Instance Segmentation. - Muzhi Zhu; Chengxiang Fan; Hao Chen 041; Yang Liu 357; Weian Mao; Xiaogang Xu 002; Chunhua Shen (ICML, 2024)

Unveiling Universal Forensics of Diffusion Models with Adversarial Perturbations. - Kangyang Xie; Jiaan Liu; Muzhi Zhu; Ganggui Ding; Zide Liu; Hao Chen 041; Hangyue Chen (IJCNN, 2024)

Transformer Doctor: Diagnosing and Treating Vision Transformers. - Jiacong Hu; Hao Chen 041; Kejia Chen 007; Yang Gao 001; Jingwen Ye; Xingen Wang; Mingli Song; Zunlei Feng (NeurIPS, 2024)

A Simple Image Segmentation Framework via In-Context Examples. - Yang Liu 357; Chenchen Jing; Hengtao Li; Muzhi Zhu; Hao Chen 041; Xinlong Wang; Chunhua Shen (NeurIPS, 2024)

Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation. - Muzhi Zhu; Yang Liu 357; Zekai Luo; Chenchen Jing; Hao Chen 041; Guangkai Xu; Xinlong Wang; Chunhua Shen (NeurIPS, 2024)

A Novel Approach to Industrial Defect Generation through Blended Latent Diffusion Model with Online Adaptation. - Hanxi Li; Zhengxun Zhang; Hao Chen 041; Lin Wu 001; Bo Li 090; Deyin Liu; Mingwen Wang 001 (CoRR, 2024)

Boosting Box-supervised Instance Segmentation with Pseudo Depth. - Xinyi Yu; Ling Yan; Pengtao Jiang; Hao Chen 041; Bo Li 090; Lin Yuanbo Wu; Linlin Ou (CoRR, 2024)

Diffusion Models Trained with Large Data Are Transferable Visual Models. - Guangkai Xu; Yongtao Ge; Mingyu Liu; Chengxiang Fan; Kangyang Xie; Zhiyue Zhao; Hao Chen 041; Chunhua Shen (CoRR, 2024)

Zippo: Zipping Color and Transparency Distributions into a Single Diffusion Model. - Kangyang Xie; Binbin Yang; Hao Chen 041; Meng Wang; Cheng Zou; Hui Xue; Ming Yang 007; Chunhua Shen (CoRR, 2024)

3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models. - Yongtao Ge; Wenjia Wang; Yongfan Chen; Hao Chen 041; Chunhua Shen (CoRR, 2024)

GeoBench: Benchmarking and Analyzing Monocular Geometry Estimation Models. - Yongtao Ge; Guangkai Xu; Zhiyue Zhao; Libo Sun; Zheng Huang; Yanlong Sun; Hao Chen 041; Chunhua Shen (CoRR, 2024)

Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization. - Hanxi Li; Jingqi Wu; Lin Yuanbo Wu; Hao Chen 041; Deyin Liu; Chunhua Shen (CoRR, 2024)

MovieDreamer: Hierarchical Generation for Coherent Long Visual Sequence. - Canyu Zhao; Mingyu Liu; Wen Wang 015; Jianlong Yuan; Hao Chen 041; Bo Zhang 046; Chunhua Shen (CoRR, 2024)

REO-VLM: Transforming VLM to Meet Regression Challenges in Earth Observation. - Xizhe Xue; Guoting Wei; Hao Chen 041; Haokui Zhang; Feng Lin 009; Chunhua Shen; Xiao Xiang Zhu 001 (CoRR, 2024)

AODet: Aerial Object Detection Using Transformers for Foreground Regions. - Xiaoming Wang 010; Hao Chen 041; Xiangxiang Chu; Peng Wang 015 (IEEE Trans. Geosci. Remote. Sens., 2024)

CI3D: Context Interaction for Dynamic Objects and Static Map Elements in 3D Driving Scenes. - Feipeng Cai; Hao Chen 041; Liuyuan Deng (IEEE Trans. Image Process., 2024)

Target Before Shooting: Accurate Anomaly Detection and Localization Under One Millisecond via Cascade Patch Retrieval. - Hanxi Li; Jianfei Hu; Bo Li 090; Hao Chen 041; Yongbin Zheng; Chunhua Shen (IEEE Trans. Image Process., 2024)

DualGCN: Exploring Syntactic and Semantic Information for Aspect-Based Sentiment Analysis. - Ruifan Li; Hao Chen 041; Fangxiang Feng; Zhanyu Ma; Xiaojie Wang 006; Eduard H. Hovy (IEEE Trans. Neural Networks Learn. Syst., 2024)

Metric3D v2: A Versatile Monocular Geometric Foundation Model for Zero-Shot Metric Depth and Surface Normal Estimation. - Mu Hu; Wei Yin 006; Chi Zhang 067; Zhipeng Cai; Xiaoxiao Long; Hao Chen 041; Kaixuan Wang; Gang Yu 002; Chunhua Shen; Shaojie Shen (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

A Denoising Pre-training Framework for Accelerating Novel Material Discovery. - Shuaike Shen; Ke Liu; Muzhi Zhu; Hao Chen 041 (AAAI, 2025)

TG-LLaVA: Text Guided LLaVA via Learnable Latent Embeddings. - Dawei Yan; Pengcheng Li; Yang Li; Hao Chen 041; Qingguo Chen; Weihua Luo; Wei Dong 010; Qingsen Yan; Haokui Zhang; Chunhua Shen (AAAI, 2025)

SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories. - Muzhi Zhu; Yuzhuo Tian; Hao Chen 041; Chunluan Zhou; Qingpei Guo; Yang Liu 357; Ming Yang 007; Chunhua Shen (CVPR, 2025)

Framer: Interactive Frame Interpolation. - Wen Wang 015; Qiuyu Wang; Kecheng Zheng; Hao Ouyang; Zhekai Chen; Biao Gong; Hao Chen 041; Yujun Shen; Chunhua Shen (ICLR, 2025)

Revisiting Convolution Architecture in the Realm of DNA Foundation Models. - Yu Bo; Weian Mao; Yanjun Shao; Weiqiang Bai; Peng Ye 006; Xinzhu Ma; Junbo Zhao; Hao Chen 041; Chunhua Shen (ICLR, 2025)

PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training. - Cong Chen; Mingyu Liu; Chenchen Jing; Yizhou Zhou; Fengyun Rao; Hao Chen 041; Bo Zhang 046; Chunhua Shen (ICLR, 2025)

What Matters When Repurposing Diffusion Models for General Dense Perception Tasks? - Guangkai Xu; Yongtao Ge; Mingyu Liu; Chengxiang Fan; Kangyang Xie; Zhiyue Zhao; Hao Chen 041; Chunhua Shen (ICLR, 2025)

MovieDreamer: Hierarchical Generation for Coherent Long Visual Sequences. - Canyu Zhao; Mingyu Liu; Wen Wang 015; Weihua Chen; Fan Wang 019; Hao Chen 041; Bo Zhang 025; Chunhua Shen (ICLR, 2025)

A Physical Coherence Benchmark for Evaluating Video Generation Models via Optical Flow-guided Frame Prediction. - Yongfan Chen; Xiuwen Zhu; Tianyu Li; Hao Chen 041; Chunhua Shen (CoRR, 2025)

DICEPTION: A Generalist Diffusion Model for Visual Perceptual Tasks. - Canyu Zhao; Mingyu Liu; Huanyi Zheng; Muzhi Zhu; Zhiyue Zhao; Hao Chen 041; Tong He 001; Chunhua Shen (CoRR, 2025)

POMATO: Marrying Pointmap Matching with Temporal Motion for Dynamic 3D Reconstruction. - Songyan Zhang; Yongtao Ge; Jinyuan Tian; Guangkai Xu; Hao Chen 041; Chen Lv; Chunhua Shen (CoRR, 2025)

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration. - Hao Zhong; Muzhi Zhu; Zongze Du; Zheng Huang; Canyu Zhao; Mingyu Liu; Wen Wang 015; Hao Chen 041; Chunhua Shen (CoRR, 2025)

Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO. - Muzhi Zhu; Hao Zhong; Canyu Zhao; Zongze Du; Zheng Huang; Mingyu Liu; Hao Chen 041; Cheng Zou; Jingdong Chen; Ming Yang 007; Chunhua Shen (CoRR, 2025)

WorldVLA: Towards Autoregressive Action World Model. - Jun Cen; Chaohui Yu; Hangjie Yuan; Yuming Jiang 007; Siteng Huang; Jiayan Guo; Xin Li 056; Yibing Song; Hao Luo 004; Fan Wang 019; Deli Zhao; Hao Chen 041 (CoRR, 2025)

AutoStory: Generating Diverse Storytelling Images with Minimal Human Efforts. - Wen Wang 015; Canyu Zhao; Hao Chen 041; Zhekai Chen; Kecheng Zheng; Chunhua Shen (Int. J. Comput. Vis., 2025)

Generative Video Matting. - Yongtao Ge; Kangyang Xie; Guangkai Xu; Mingyu Liu; Li Ke; Longtao Huang; Hui Xue; Hao Chen 041; Chunhua Shen (CoRR, 2025)

Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models. - Wen Wang 015; Bozhen Fang; Chenchen Jing; Yongliang Shen; Yangyi Shen; Qiuyu Wang; Hao Ouyang; Hao Chen 041; Chunhua Shen (CoRR, 2025)

CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning. - Yukun Li; Guansong Pang; Wei Suo; Chenchen Jing; Yuling Xi; Lingqiao Liu; Hao Chen 041; Guoqiang Liang 001; Peng Wang 015 (IEEE Trans. Neural Networks Learn. Syst., 2025)

HumanRecon: Neural reconstruction of dynamic human using geometric cues and physical priors. - Junhui Yin; Wei Yin 006; Hao Chen 041; Xuqian Ren; Zhanyu Ma; Jun Guo 002; Yifan Liu 001 (Pattern Recognit., 2026)