Heng, Pheng-Ann

79 publications

NeurIPS 2025 COS3D: Collaborative Open-Vocabulary 3D Segmentation Runsong Zhu, Ka-Hei Hui, Zhengzhe Liu, Qianyi Wu, Weiliang Tang, Shi Qiu, Pheng-Ann Heng, Chi-Wing Fu

NeurIPS 2025 CellVerse: Do Large Language Models Really Understand Cell Biology? Fan Zhang, Tianyu Liu, Zhihong Zhu, Hao Wu, Haixin Wang, Donghao Zhou, Yefeng Zheng, Kun Wang, Xian Wu, Pheng-Ann Heng

NeurIPS 2025 Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO Chengzhuo Tong, Ziyu Guo, Renrui Zhang, Wenyu Shan, Xinyu Wei, Zhenghao Xing, Hongsheng Li, Pheng-Ann Heng

CVPR 2025 EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights Zhenghao Xing, Hao Chen, Binzhu Xie, Jiaqi Xu, Ziyu Guo, Xuemiao Xu, Jianye Hao, Chi-Wing Fu, Xiaowei Hu, Pheng-Ann Heng

ICCV 2025 Fast Image Super-Resolution via Consistency Rectified Flow Jiaqi Xu, Wenbo Li, Haoze Sun, Fan Li, Zhixin Wang, Long Peng, Jingjing Ren, Haoran Yang, Xiaowei Hu, Renjing Pei, Pheng-Ann Heng

NeurIPS 2025 Fast-in-Slow: A Dual-System VLA Model Unifying Fast Manipulation Within Slow Reasoning Hao Chen, Jiaming Liu, Chenyang Gu, Zhuoyang Liu, Renrui Zhang, Xiaoqi Li, Xiao He, Yandong Guo, Chi-Wing Fu, Shanghang Zhang, Pheng-Ann Heng

NeurIPS 2025 GLID$^2$E: A Gradient-Free Lightweight Fine-Tune Approach for Discrete Biological Sequence Design Hanqun Cao, Haosen Shi, Chenyu Wang, Sinno Jialin Pan, Pheng-Ann Heng

ICLRW 2025 GLID$^2$E: A Gradient-Free Lightweight Fine-Tune Approach for Discrete Sequence Design Hanqun Cao, Haosen Shi, Chenyu Wang, Sinno Jialin Pan, Pheng-Ann Heng

AAAI 2025 MM-Mixing: Multi-Modal Mixing Alignment for 3D Understanding Jiaze Wang, Yi Wang, Ziyu Guo, Renrui Zhang, Donghao Zhou, Guangyong Chen, Anfeng Liu, Pheng-Ann Heng

IJCAI 2025 MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models Donghao Zhou, Jiancheng Huang, Jinbin Bai, Jiaze Wang, Hao Chen, Guangyong Chen, Xiaowei Hu, Pheng-Ann Heng

NeurIPS 2025 Protein Inverse Folding from Structure Feedback Junde Xu, Zijun Gao, Xinyi Zhou, Hujie, Xingyi Cheng, Le Song, Guangyong Chen, Pheng-Ann Heng, Jiezhong Qiu

CVPR 2025 Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting Runsong Zhu, Shi Qiu, Zhengzhe Liu, Ka-Hei Hui, Qianyi Wu, Pheng-Ann Heng, Chi-Wing Fu

NeurIPS 2025 SceneDecorator: Towards Scene-Oriented Story Generation with Scene Planning and Scene Consistency Quanjian Song, Donghao Zhou, Jingyu Lin, Fei Shen, Jiaze Wang, Xiaowei Hu, Cunjian Chen, Pheng-Ann Heng

AAAI 2025 Surgical Workflow Recognition and Blocking Effectiveness Detection in Laparoscopic Liver Resection with Pringle Maneuver Diandian Guo, Weixin Si, Zhixi Li, Jialun Pei, Pheng-Ann Heng

NeurIPS 2025 T2I-R1: Reinforcing Image Generation with Collaborative Semantic-Level and Token-Level CoT Dongzhi Jiang, Ziyu Guo, Renrui Zhang, Zhuofan Zong, Hao Li, Le Zhuo, Shilin Yan, Pheng-Ann Heng, Hongsheng Li

CVPR 2025 UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation Yinqiao Wang, Hao Xu, Pheng-Ann Heng, Chi-Wing Fu

NeurIPS 2025 What We Miss Matters: Learning from the Overlooked in Point Cloud Transformers Yi Wang, Jiaze Wang, Ziyu Guo, Renrui Zhang, Donghao Zhou, Guangyong Chen, Anfeng Liu, Pheng-Ann Heng

AAAI 2024 ANEDL: Adaptive Negative Evidential Deep Learning for Open-Set Semi-Supervised Learning Yang Yu, Danruo Deng, Furui Liu, Qi Dou, Yueming Jin, Guangyong Chen, Pheng-Ann Heng

WACV 2024 DPPMask: Masked Image Modeling with Determinantal Point Processes Junde Xu, Zikai Lin, Donghao Zhou, Yaodong Yang, Xiangyun Liao, Qiong Wang, Bian Wu, Guangyong Chen, Pheng-Ann Heng

AAAI 2024 DR-Label: Label Deconstruction and Reconstruction of GNN Models for Catalysis Systems Bowen Wang, Chen Liang, Jiaze Wang, Jiezhong Qiu, Furui Liu, Shaogang Hao, Dong Li, Guangyong Chen, Xiaolong Zou, Pheng-Ann Heng

ICMLW 2024 Improving AlphaFlow for Efficient Protein Ensembles Generation Shaoning Li, Mingyu Li, Yusong Wang, Xinheng He, Zhang Jian, Nanning Zheng, Pheng-Ann Heng

AAAI 2024 Memory-Efficient Prompt Tuning for Incremental Histopathology Classification Yu Zhu, Kang Li, Lequan Yu, Pheng-Ann Heng

NeurIPS 2024 Neural P$^3$M: A Long-Range Interaction Modeling Enhancer for Geometric GNNs Yusong Wang, Chaoran Cheng, Shaoning Li, Yuxuan Ren, Bin Shao, Ge Liu, Pheng-Ann Heng, Nanning Zheng

ECCV 2024 PCF-Lift: Panoptic Lifting by Probabilistic Contrastive Fusion Runsong Zhu, Shi Qiu, Qianyi Wu, Ka-Hei Hui, Pheng-Ann Heng, Chi-Wing Fu

AAAI 2024 PointPatchMix: Point Cloud Mixing with Patch Scoring Yi Wang, Jiaze Wang, Jinpeng Li, Zixu Zhao, Guangyong Chen, Anfeng Liu, Pheng-Ann Heng

WACV 2024 SSP: Semi-Signed Prioritized Neural Fitting for Surface Reconstruction from Unoriented Point Clouds Runsong Zhu, Di Kang, Ka-Hei Hui, Yue Qian, Shi Qiu, Zhen Dong, Linchao Bao, Pheng-Ann Heng, Chi-Wing Fu

ICML 2024 Sample-Efficient Multiagent Reinforcement Learning with Reset Replay Yaodong Yang, Guangyong Chen, Jianye Hao, Pheng-Ann Heng

AAAI 2024 SiMA-Hand: Boosting 3D Hand-Mesh Reconstruction by Single-to-Multi-View Adaptation Yinqiao Wang, Hao Xu, Pheng-Ann Heng, Chi-Wing Fu

ECCV 2024 Towards Real-World Adverse Weather Image Restoration: Enhancing Clearness and Semantics with Vision-Language Models Jiaqi Xu, Mengyang Wu, Xiaowei Hu, Chi-Wing Fu, Qi Dou, Pheng-Ann Heng

NeurIPS 2024 Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning Lanqing Li, Hai Zhang, Xinyu Zhang, Shatong Zhu, Yang Yu, Junqiao Zhao, Pheng-Ann Heng

ICCV 2023 CauSSL: Causality-Inspired Semi-Supervised Learning for Medical Image Segmentation Juzheng Miao, Cheng Chen, Furui Liu, Hao Wei, Pheng-Ann Heng

CVPR 2023 Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition Zhipeng Zhou, Lanqing Li, Peilin Zhao, Pheng-Ann Heng, Wei Gong

IJCAI 2023 Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-Training Ziyu Guo, Renrui Zhang, Longtian Qiu, Xianzhi Li, Pheng-Ann Heng

CVPR 2023 On the Pitfall of Mixup for Uncertainty Calibration Deng-Bao Wang, Lanqing Li, Peilin Zhao, Pheng-Ann Heng, Min-Ling Zhang

NeurIPS 2023 Prototypical Variational Autoencoder for 3D Few-Shot Object Detection Weiliang Tang, Biqi Yang, Xianzhi Li, Yun-Hui Liu, Pheng-Ann Heng, Chi-Wing Fu

CVPR 2023 RepMode: Learning to Re-Parameterize Diverse Experts for Subcellular Structure Prediction Donghao Zhou, Chunbin Gu, Junde Xu, Furui Liu, Qiong Wang, Guangyong Chen, Pheng-Ann Heng

ICCV 2023 Traj-MAE: Masked Autoencoders for Trajectory Prediction Hao Chen, Jiaze Wang, Kun Shao, Furui Liu, Jianye Hao, Chenyong Guan, Guangyong Chen, Pheng-Ann Heng

ICML 2023 Uncertainty Estimation by Fisher Information-Based Evidential Deep Learning Danruo Deng, Guangyong Chen, Yang Yu, Furui Liu, Pheng-Ann Heng

CVPR 2023 Video Dehazing via a Multi-Range Temporal Alignment Network with Physical Prior Jiaqi Xu, Xiaowei Hu, Lei Zhu, Qi Dou, Jifeng Dai, Yu Qiao, Pheng-Ann Heng

ECCV 2022 Acknowledging the Unknown for Multi-Label Learning with Single Positive Labels Donghao Zhou, Pengfei Chen, Qiong Wang, Guangyong Chen, Pheng-Ann Heng

IJCAI 2022 RePFormer: Refinement Pyramid Transformer for Robust Facial Landmark Detection Jinpeng Li, Haibo Jin, Shengcai Liao, Ling Shao, Pheng-Ann Heng

AAAI 2022 Single-Domain Generalization in Medical Image Segmentation via Test-Time Adaptation from Shape Dictionary Quande Liu, Cheng Chen, Qi Dou, Pheng-Ann Heng

NeurIPS 2022 Transformer-Based Working Memory for Multiagent Reinforcement Learning with Action Parsing Yaodong Yang, Guangyong Chen, Weixun Wang, Xiaotian Hao, Jianye Hao, Pheng-Ann Heng

AAAI 2021 Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise Pengfei Chen, Junjie Ye, Guangyong Chen, Jingwei Zhao, Pheng-Ann Heng

ICCV 2021 C3-SemiSeg: Contrastive Semi-Supervised Segmentation via Cross-Set Learning and Dynamic Class-Balancing Yanning Zhou, Hang Xu, Wei Zhang, Bin Gao, Pheng-Ann Heng

CVPR 2021 FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu, Cheng Chen, Jing Qin, Qi Dou, Pheng-Ann Heng

NeurIPS 2021 Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Danruo Deng, Guangyong Chen, Jianye Hao, Qiong Wang, Pheng-Ann Heng

AAAI 2021 Learning Semantic Context from Normal Samples for Unsupervised Anomaly Detection Xudong Yan, Huaidong Zhang, Xuemiao Xu, Xiaowei Hu, Pheng-Ann Heng

ICCV 2021 Modelling Neighbor Relation in Joint Space-Time Graph for Video Correspondence Learning Zixu Zhao, Yueming Jin, Pheng-Ann Heng

ICLR 2021 Noise Against Noise: Stochastic Label Noise Helps Combat Inherent Label Noise Pengfei Chen, Guangyong Chen, Junjie Ye, Jingwei Zhao, Pheng-Ann Heng

CVPR 2021 Point Cloud Upsampling via Disentangled Refinement Ruihui Li, Xianzhi Li, Pheng-Ann Heng, Chi-Wing Fu

AAAI 2021 Robustness of Accuracy Metric and Its Inspirations in Learning with Noisy Labels Pengfei Chen, Junjie Ye, Guangyong Chen, Jingwei Zhao, Pheng-Ann Heng

CVPR 2021 Single-Stage Instance Shadow Detection with Bidirectional Relation Learning Tianyu Wang, Xiaowei Hu, Chi-Wing Fu, Pheng-Ann Heng

ECCV 2020 Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang, Lequan Yu, Caizi Li, Chi-Wing Fu, Pheng-Ann Heng

AAAI 2020 Towards Cross-Modality Medical Image Segmentation with Online Mutual Knowledge Distillation Kang Li, Lequan Yu, Shujun Wang, Pheng-Ann Heng

ICCVW 2019 CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images Yanning Zhou, Simon Graham, Navid Alemi Koohbanani, Muhammad Shaban, Pheng-Ann Heng, Nasir M. Rajpoot

AAAI 2019 Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation Cheng Chen, Qi Dou, Hao Chen, Jing Qin, Pheng-Ann Heng

ECCV 2018 Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection Lei Zhu, Zijun Deng, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Jing Qin, Pheng-Ann Heng

ECCV 2018 EC-Net: An Edge-Aware Point Set Consolidation Network Lequan Yu, Xianzhi Li, Chi-Wing Fu, Daniel Cohen-Or, Pheng-Ann Heng

AAAI 2018 Recurrently Aggregating Deep Features for Salient Object Detection Xiaowei Hu, Lei Zhu, Jing Qin, Chi-Wing Fu, Pheng-Ann Heng

IJCAI 2018 R³Net: Recurrent Residual Refinement Network for Saliency Detection Zijun Deng, Xiaowei Hu, Lei Zhu, Xuemiao Xu, Jing Qin, Guoqiang Han, Pheng-Ann Heng

AAAI 2018 SFCN-OPI: Detection and Fine-Grained Classification of Nuclei Using Sibling FCN with Objectness Prior Interaction Yanning Zhou, Qi Dou, Hao Chen, Jing Qin, Pheng-Ann Heng

WACV 2018 ScanNet: A Fast and Dense Scanning Framework for Metastastic Breast Cancer Detection from Whole-Slide Image Huangjing Lin, Hao Chen, Qi Dou, Liansheng Wang, Jing Qin, Pheng-Ann Heng

IJCAI 2018 Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss Qi Dou, Cheng Ouyang, Cheng Chen, Hao Chen, Pheng-Ann Heng

CVPR 2017 A Non-Local Low-Rank Framework for Ultrasound Speckle Reduction Lei Zhu, Chi-Wing Fu, Michael S. Brown, Pheng-Ann Heng

ICCV 2017 Cascaded Feature Network for Semantic Segmentation of RGB-D Images Di Lin, Guangyong Chen, Daniel Cohen-Or, Pheng-Ann Heng, Hui Huang

AAAI 2017 Fine-Grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images Xin Yang, Lequan Yu, Lingyun Wu, Yi Wang, Dong Ni, Jing Qin, Pheng-Ann Heng

ICCV 2017 Joint Bi-Layer Optimization for Single-Image Rain Streak Removal Lei Zhu, Chi-Wing Fu, Dani Lischinski, Pheng-Ann Heng

ICML 2017 Learning to Aggregate Ordinal Labels by Maximizing Separating Width Guangyong Chen, Shengyu Zhang, Di Lin, Hui Huang, Pheng Ann Heng

ICCV 2017 Online Robust Image Alignment via Subspace Learning from Gradient Orientations Qingqing Zheng, Yi Wang, Pheng-Ann Heng

AAAI 2017 Volumetric ConvNets with Mixed Residual Connections for Automated Prostate Segmentation from 3D MR Images Lequan Yu, Xin Yang, Hao Chen, Jing Qin, Pheng-Ann Heng

CVPR 2016 DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen, Xiaojuan Qi, Lequan Yu, Pheng-Ann Heng

AAAI 2016 Deep Contextual Networks for Neuronal Structure Segmentation Hao Chen, Xiaojuan Qi, Jie-Zhi Cheng, Pheng-Ann Heng

CVPR 2016 From Noise Modeling to Blind Image Denoising Fengyuan Zhu, Guangyong Chen, Pheng-Ann Heng

AAAI 2016 Mitosis Detection in Breast Cancer Histology Images via Deep Cascaded Networks Hao Chen, Qi Dou, Xi Wang, Jing Qin, Pheng-Ann Heng

ICCV 2015 An Efficient Statistical Method for Image Noise Level Estimation Guangyong Chen, Fengyuan Zhu, Pheng Ann Heng

AAAI 2015 The Dynamic Chinese Restaurant Process via Birth and Death Processes Rui Huang, Fengyuan Zhu, Pheng-Ann Heng

ICCV 2007 Moving Object Extraction with a Hand-Held Camera Guofeng Zhang, Jiaya Jia, Wei Xiong, Tien-Tsin Wong, Pheng-Ann Heng, Hujun Bao

CVPR 2007 Robust Metric Reconstruction from Challenging Video Sequences Guofeng Zhang, Xueying Qin, Wei Hua, Tien-Tsin Wong, Pheng-Ann Heng, Hujun Bao